From b155d4477b03d5630304a39978d9e17ff4579a10 Mon Sep 17 00:00:00 2001 From: jamjamjon Date: Sun, 7 Jul 2024 21:57:44 +0800 Subject: [PATCH] Refactor YOLO with outputs format --- assets/tests/bus (Copy 2).jpg | Bin 0 -> 137419 bytes assets/tests/bus (Copy 3).jpg | Bin 0 -> 137419 bytes assets/tests/bus (Copy 4).jpg | Bin 0 -> 137419 bytes assets/tests/bus (Copy 5).jpg | Bin 0 -> 137419 bytes assets/tests/bus (Copy 6).jpg | Bin 0 -> 137419 bytes assets/tests/bus (Copy).jpg | Bin 0 -> 137419 bytes assets/tests/bus.jpg | Bin 0 -> 137419 bytes examples/{yolov8 => yolo}/README.md | 78 +++ examples/{yolov8 => yolo}/demos/cls.png | Bin examples/{yolov8 => yolo}/demos/det.png | Bin .../{yolov8 => yolo}/demos/face-parsing.png | Bin examples/{yolov8 => yolo}/demos/face.png | Bin examples/{yolov8 => yolo}/demos/falldown.png | Bin examples/{yolov8 => yolo}/demos/fastsam.png | Bin examples/{yolov8 => yolo}/demos/head.png | Bin examples/{yolov8 => yolo}/demos/obb-2.png | Bin examples/{yolov8 => yolo}/demos/obb.png | Bin examples/{yolov8 => yolo}/demos/pose.png | Bin examples/{yolov8 => yolo}/demos/seg.png | Bin examples/{yolov8 => yolo}/demos/trash.png | Bin examples/yolo/main.rs | 145 +++++ examples/yolov10/README.md | 26 - examples/yolov10/main.rs | 28 - examples/yolov5/demo.png | Bin 404792 -> 0 bytes examples/yolov5/main.rs | 30 - examples/yolov8/main.rs | 44 -- examples/yolov9/README.md | 29 - examples/yolov9/main.rs | 28 - src/core/annotator.rs | 34 +- src/core/options.rs | 19 +- src/lib.rs | 1 + src/models/blip.rs | 2 +- src/models/clip.rs | 4 +- src/models/depth_anything.rs | 4 +- src/models/dinov2.rs | 2 +- src/models/mod.rs | 4 +- src/models/modnet.rs | 2 - src/models/yolo.rs | 523 +++++++++--------- src/models/yolo_format.rs | 455 +++++++++++++++ src/models/yolop.rs | 2 +- src/ys/bbox.rs | 153 ++++- src/ys/mask.rs | 41 +- src/ys/mbr.rs | 25 +- src/ys/mod.rs | 6 + src/ys/polygon.rs | 4 +- src/ys/y.rs | 202 +++++-- 46 files changed, 1319 insertions(+), 572 deletions(-) create mode 100644 assets/tests/bus (Copy 2).jpg create mode 100644 assets/tests/bus (Copy 3).jpg create mode 100644 assets/tests/bus (Copy 4).jpg create mode 100644 assets/tests/bus (Copy 5).jpg create mode 100644 assets/tests/bus (Copy 6).jpg create mode 100644 assets/tests/bus (Copy).jpg create mode 100644 assets/tests/bus.jpg rename examples/{yolov8 => yolo}/README.md (71%) rename examples/{yolov8 => yolo}/demos/cls.png (100%) rename examples/{yolov8 => yolo}/demos/det.png (100%) rename examples/{yolov8 => yolo}/demos/face-parsing.png (100%) rename examples/{yolov8 => yolo}/demos/face.png (100%) rename examples/{yolov8 => yolo}/demos/falldown.png (100%) rename examples/{yolov8 => yolo}/demos/fastsam.png (100%) rename examples/{yolov8 => yolo}/demos/head.png (100%) rename examples/{yolov8 => yolo}/demos/obb-2.png (100%) rename examples/{yolov8 => yolo}/demos/obb.png (100%) rename examples/{yolov8 => yolo}/demos/pose.png (100%) rename examples/{yolov8 => yolo}/demos/seg.png (100%) rename examples/{yolov8 => yolo}/demos/trash.png (100%) create mode 100644 examples/yolo/main.rs delete mode 100644 examples/yolov10/README.md delete mode 100644 examples/yolov10/main.rs delete mode 100644 examples/yolov5/demo.png delete mode 100644 examples/yolov5/main.rs delete mode 100644 examples/yolov8/main.rs delete mode 100644 examples/yolov9/README.md delete mode 100644 examples/yolov9/main.rs create mode 100644 src/models/yolo_format.rs diff --git a/assets/tests/bus (Copy 2).jpg b/assets/tests/bus (Copy 2).jpg new file mode 100644 index 0000000000000000000000000000000000000000..40eaaf5c330d0c498fbe1dcacf9bb8bf566797fe GIT binary patch literal 137419 zcmb4K7~12mkvb%De3M;nkANAO1cF^atR43r9%*D9=6#rfQ4&Y8Ji-PbkO%z0XR`UxP`P*GO_pr8N%D9;z*=?6d&K#Ye^h>uH5NI*zR zLQF=@38bc^q!wg-LC+~AEF&!`EFmtZX09ctWTY%Eq2s1&WM%8*>?Et{_1@Fo-`v5; z?!O=?B&4L&6x94cAitf0go54w+n)LWB-rQ@XdpBc762*<3K|K@(-43b06;}U`ER@b zv*#r`1^^T5*{MSeKt(}C!+17yEKCe^0M_#gK!Q%nj6o(SughZN6`F!6RNUB4&Z?j{ 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ziv_p@cnv8nB&wm7Kv4M_>gp+&d}NTZVJjB4ruM&eKkdp{ilWBtVp&&>x{B)RngJ~G zNvo3Mm6(xT93}N_d`^|s)E8jD;KiKCRQ~C>HEiM0Gc&@?7~tx2dX81q)dN;MJEml0 zkREHot4p$@W+oQho>tU(*H=&}@CFnQDwgC-XidCmqrk%`%^45ShP|t+s5)JiU2k?$ zcxDz+=UKAhrbDV+b-sqWx~L1c_Kr=sC<5N5r0(zcND+?~3NKw(Payp(Mi{Hw+ zx`FZT?RX`8E|&rOai1fo@~aq(Zs`?Q8m~BLG|r9t zr$b#`L=1SM!oe7^gt1UyU*3j0Lk92M)pE<6T`*Ns?F!l?uTA@ikv{3D)Mix~TuzrMs>y literal 0 HcmV?d00001 diff --git a/examples/yolov8/README.md b/examples/yolo/README.md similarity index 71% rename from examples/yolov8/README.md rename to examples/yolo/README.md index d4f2bc7..b1f6039 100644 --- a/examples/yolov8/README.md +++ b/examples/yolo/README.md @@ -1,5 +1,83 @@ ## Quick Start + + +## Options for all YOLOs + +```Rust +// YOLOv5-Classify +let options = options + .with_yolo_version(args.version) + .with_yolo_task(args.task) + // .with_yolo_format(YOLOFormat::NClss) + .with_model("../models/yolov5s-cls.onnx")?; + +// YOLOv5-Detect +let options = options + .with_yolo_version(YOLOVersion::V5) + .with_yolo_task(YOLOTask::Detect) + // .with_yolo_format(YOLOFormat::NACxcywhConfClss) + .with_model("../models/yolov5s.onnx")?; + +// YOLOv5-Segment +let options = options + .with_yolo_version(YOLOVersion::V5) + .with_yolo_task(YOLOTask::Segment) + // .with_yolo_format(YOLOFormat::NACxcywhConfClssCoefs) + .with_model("../models/yolov5s.onnx")?; + +// YOLOv8-Detect +let options = options + .with_yolo_version(YOLOVersion::V8) + .with_yolo_task(YOLOTask::Detect) + // .with_yolo_format(YOLOFormat::NCxcywhClssA) + .with_model("yolov8m-dyn.onnx")?; + +// YOLOv8-Classify +let options = options + .with_yolo_version(YOLOVersion::V8) + .with_yolo_task(YOLOTask::Classify) + // .with_yolo_format(YOLOFormat::NClss) + .with_model("yolov8m-cls-dyn.onnx")?; + +// YOLOv8-Pose +let options = options + .with_yolo_version(YOLOVersion::V8) + .with_yolo_task(YOLOTask::Pose) + // .with_yolo_format(YOLOFormat::NCxcywhClssXycsA) + .with_model("yolov8m-pose-dyn.onnx")?; + +// YOLOv8-Segment +let options = options + .with_yolo_version(YOLOVersion::V8) + .with_yolo_task(YOLOTask::Segment) + // .with_yolo_format(YOLOFormat::NCxcywhClssCoefsA) + .with_model("yolov8m-seg-dyn.onnx")?; + +// YOLOv8-Obb +let options = options + .with_yolo_version(YOLOVersion::V8) + .with_yolo_task(YOLOTask::Obb) + // .with_yolo_format(YOLOFormat::NCxcywhClssRA) + .with_model("yolov8m-obb-dyn.onnx")?; + +// YOLOv9-Detect +let options = options + .with_yolo_version(YOLOVersion::V9) + .with_yolo_task(YOLOTask::Detect) + // .with_yolo_format(YOLOFormat::NCxcywhClssA) + .with_model("yolov9-c-dyn-f16.onnx")?; + +// YOLOv10-Detect +let options = options + .with_yolo_version(YOLOVersion::V10) + .with_yolo_task(YOLOTask::Detect) + // .with_yolo_format(YOLOFormat::NAXyxyConfCls) // + .with_model("yolov10n-dyn.onnx")?; +``` + + + ```shell cargo run -r --example yolov8 ``` diff --git a/examples/yolov8/demos/cls.png b/examples/yolo/demos/cls.png similarity index 100% rename from examples/yolov8/demos/cls.png rename to examples/yolo/demos/cls.png diff --git a/examples/yolov8/demos/det.png b/examples/yolo/demos/det.png similarity index 100% rename from examples/yolov8/demos/det.png rename to examples/yolo/demos/det.png diff --git a/examples/yolov8/demos/face-parsing.png b/examples/yolo/demos/face-parsing.png similarity index 100% rename from examples/yolov8/demos/face-parsing.png rename to examples/yolo/demos/face-parsing.png diff --git a/examples/yolov8/demos/face.png b/examples/yolo/demos/face.png similarity index 100% rename from examples/yolov8/demos/face.png rename to examples/yolo/demos/face.png diff --git a/examples/yolov8/demos/falldown.png b/examples/yolo/demos/falldown.png similarity index 100% rename from examples/yolov8/demos/falldown.png rename to examples/yolo/demos/falldown.png diff --git a/examples/yolov8/demos/fastsam.png b/examples/yolo/demos/fastsam.png similarity index 100% rename from examples/yolov8/demos/fastsam.png rename to examples/yolo/demos/fastsam.png diff --git a/examples/yolov8/demos/head.png b/examples/yolo/demos/head.png similarity index 100% rename from examples/yolov8/demos/head.png rename to examples/yolo/demos/head.png diff --git a/examples/yolov8/demos/obb-2.png b/examples/yolo/demos/obb-2.png similarity index 100% rename from examples/yolov8/demos/obb-2.png rename to examples/yolo/demos/obb-2.png diff --git a/examples/yolov8/demos/obb.png b/examples/yolo/demos/obb.png similarity index 100% rename from examples/yolov8/demos/obb.png rename to examples/yolo/demos/obb.png diff --git a/examples/yolov8/demos/pose.png b/examples/yolo/demos/pose.png similarity index 100% rename from examples/yolov8/demos/pose.png rename to examples/yolo/demos/pose.png diff --git a/examples/yolov8/demos/seg.png b/examples/yolo/demos/seg.png similarity index 100% rename from examples/yolov8/demos/seg.png rename to examples/yolo/demos/seg.png diff --git a/examples/yolov8/demos/trash.png b/examples/yolo/demos/trash.png similarity index 100% rename from examples/yolov8/demos/trash.png rename to examples/yolo/demos/trash.png diff --git a/examples/yolo/main.rs b/examples/yolo/main.rs new file mode 100644 index 0000000..9be7f52 --- /dev/null +++ b/examples/yolo/main.rs @@ -0,0 +1,145 @@ +use clap::Parser; + +use usls::{ + coco, models::YOLO, Annotator, DataLoader, Options, Vision, YOLOFormat, YOLOTask, YOLOVersion, +}; + +#[derive(Parser, Clone)] +#[command(author, version, about, long_about = None)] +pub struct Args { + #[arg(long, default_value_t = String::from("./assets/bus.jpg"))] + pub source: String, + + #[arg(long, value_enum, default_value_t = YOLOTask::Detect)] + pub task: YOLOTask, + + #[arg(long, value_enum, default_value_t = YOLOVersion::V8)] + pub version: YOLOVersion, + + #[arg(long, value_enum, default_value_t = YOLOFormat::NCxcywhClssA)] + pub format: YOLOFormat, + + #[arg(long, default_value_t = 224)] + pub width_min: isize, + + #[arg(long, default_value_t = 640)] + pub width: isize, + + #[arg(long, default_value_t = 800)] + pub width_max: isize, + + #[arg(long, default_value_t = 224)] + pub height_min: isize, + + #[arg(long, default_value_t = 640)] + pub height: isize, + + #[arg(long, default_value_t = 800)] + pub height_max: isize, + + #[arg(long)] + pub trt: bool, + + #[arg(long)] + pub cuda: bool, + + #[arg(long)] + pub half: bool, + + #[arg(long)] + pub coreml: bool, + + #[arg(long, default_value_t = 0)] + pub device_id: usize, + + #[arg(long)] + pub profile: bool, + + #[arg(long)] + pub plot: bool, +} + +fn main() -> Result<(), Box> { + let args = Args::parse(); + + // build options + let options = Options::default(); + + // version & task + let options = match args.version { + YOLOVersion::V5 => match args.task { + YOLOTask::Classify => options.with_model("../models/yolov5s-cls.onnx")?, + YOLOTask::Detect => options.with_model("../models/yolov5s.onnx")?, + YOLOTask::Segment => options.with_model("../models/yolov5s.onnx")?, + t => todo!("{t:?} is unsupported for {:?}", args.version), + }, + YOLOVersion::V8 => match args.task { + YOLOTask::Classify => options.with_model("yolov8m-cls-dyn-cls.onnx")?, + YOLOTask::Detect => options.with_model("yolov8m-dyn.onnx")?, + YOLOTask::Segment => options.with_model("yolov8m-seg-dyn.onnx")?, + YOLOTask::Pose => options.with_model("yolov8m-pose-dyn.onnx")?, + YOLOTask::Obb => options.with_model("yolov8m-obb-dyn.onnx")?, + }, + YOLOVersion::V9 => match args.task { + YOLOTask::Detect => options.with_model("yolov9-c-dyn-f16.onnx")?, + t => todo!("{t:?} is unsupported for {:?}", args.version), + }, + YOLOVersion::V10 => match args.task { + YOLOTask::Detect => options.with_model("yolov10n-dyn.onnx")?, + t => todo!("{t:?} is unsupported for {:?}", args.version), + }, + } + .with_yolo_version(args.version) + .with_yolo_task(args.task); + + // device + + let options = if args.cuda { + options.with_cuda(args.device_id) + } else if args.trt { + let options = options.with_trt(args.device_id); + if args.half { + options.with_fp16(true) + } else { + options + } + } else if args.coreml { + options.with_coreml(args.device_id) + } else { + options.with_cpu() + }; + let options = options + .with_i00((1, 1, 4).into()) + .with_i02((args.height_min, args.height, args.height_max).into()) + .with_i03((args.width_min, args.width, args.width_max).into()) + .with_confs(&[0.4, 0.15]) // class_0: 0.4, others: 0.15 + .with_names2(&coco::KEYPOINTS_NAMES_17) + .with_profile(args.profile); + let mut model = YOLO::new(options)?; + + // build dataloader + let dl = DataLoader::default() + .with_batch(model.batch() as _) + .load(args.source)?; + + // build annotator + let annotator = Annotator::default() + .with_skeletons(&coco::SKELETONS_16) + .with_bboxes_thickness(7) + .without_masks(true) // No masks plotting. + .with_saveout("YOLO-Series"); + + // run & annotate + for (xs, _paths) in dl { + // let ys = model.run(&xs)?; // way one + let ys = model.forward(&xs, args.profile)?; // way two + + if args.plot { + annotator.annotate(&xs, &ys); + } else { + println!("{:?}", ys); + } + } + + Ok(()) +} diff --git a/examples/yolov10/README.md b/examples/yolov10/README.md deleted file mode 100644 index dab69e4..0000000 --- a/examples/yolov10/README.md +++ /dev/null @@ -1,26 +0,0 @@ -## Quick Start - -```shell -cargo run -r --example yolov10 -``` - -## Export ONNX Model - -- **Export** - - ```shell - # clone repo and install dependencies - git clone https://github.com/THU-MIG/yolov10.git - cd yolov10 - pip install -r requirements.txt - - # donwload `pt` weights - wget https://github.com/THU-MIG/yolov10/releases/download/v1.1/yolov10n.pt - - # export ONNX model - yolo export model=yolov10n.pt format=onnx opset=13 simplify dynamic - ``` - -## Results - -![](./demo.png) diff --git a/examples/yolov10/main.rs b/examples/yolov10/main.rs deleted file mode 100644 index 0bf65cd..0000000 --- a/examples/yolov10/main.rs +++ /dev/null @@ -1,28 +0,0 @@ -use usls::{ - models::{YOLOVersion, YOLO}, - Annotator, DataLoader, Options, Vision, -}; - -fn main() -> Result<(), Box> { - // build model - let options = Options::default() - .with_model("yolov10n-dyn.onnx")? - .with_yolo_version(YOLOVersion::V10) - .with_i00((1, 1, 4).into()) - .with_i02((416, 640, 800).into()) - .with_i03((416, 640, 800).into()) - .with_confs(&[0.4, 0.15]); - let mut model = YOLO::new(options)?; - - // load image - let x = vec![DataLoader::try_read("./assets/bus.jpg")?]; - - // run - let y = model.run(&x)?; - - // annotate - let annotator = Annotator::default().with_saveout("YOLOv10"); - annotator.annotate(&x, &y); - - Ok(()) -} diff --git a/examples/yolov5/demo.png b/examples/yolov5/demo.png deleted file mode 100644 index 7ae4d45ed7b9f570f8ec5bc857112e9f070b2445..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 404792 zcmV)VK(D`vP);{TX=rbAad#1# z%Lk9Y0-W6hkHP~21VG00Ra0A9S6#}tjW@gJhJ=V>Ut}@2=YoHOV`6GAwc{0@%?zaC zC)IT&tJDC9xM*f*(#gUltl2Z(d|O*&EZKQTMorhw$G4`4%*4G-OHqr7jmN*ZO8%k& 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zt=_VsLo997kxHnsEU?&tt!CCy^Y7G7As{DZ-HjNA)lgn{WcIO+U_ne-bnhU%0OPcs zr6GP4eEIGd&1cAY@JZVa~PKK&}%NpfJ?PcVHig&*EltHGJ1V|%@O}TWUxR4(QeH}1L#eyeL*eSyy_=C<$*hutse==y(A0E}Hu|gEC)<&# zI%m150wPvlw%$l<)$4)!qZcz0hI$IhB%9**G!-e#17X>UiYn-93EhD4zZqd<8tH&b z(rF)MjA?JjD--cuFRQ_Bs0#hPjAJ4&FeJv*v6k-+1XHLom@JyToRS@_*g85I2x`F= zEyQqSA(BMz(-wF;dW&j82fS*7EZY_gKB8-*$4lEXnDMLu&Spy_iewr8eP_JPeJOzI zX_Bpll7?`o#ak+DZ(`xJ_|09*V_t`+5{m+`U+G1fy_6ql_llk#QZx1_9$xp}< z&{a$4`#5oWbulG+l?pKREQ(-KYZ5i|C?IZr*BqZ-^5TLsEp)1i23ShY&D$h6$fA?t z{l{O=beVj;Ib+$Z17&W?)z)*9Svr<9&2;fz1S*F9xw62%4>Kqg_w-iaT_fslssS`L zc3YUV5bhgl(C9lP+4GH(eCUIc??Q3J!~FE~?uvdD>0Im>$VS*wB=Ppnfim=h(YmF# z5$PnhmuOgVUdyR80OJqrs+E~cWJ|@E?(T57z*7yyK|K^b?G4LBBTn~`_@z}@W=y=I zqPBKT4vOz(4+_H)l6rbd@4sFyQ#>r{ODhd^br1i_lD^a>41(p{)KRLjd@>6@pv?WS z6&9T$3Lim+7y)T6icOi#H(zlM+%7ttL{;YA%k|};;D6cN0ccQPJe8(w>jH@!PMzJ|B%+)prfzF{FJagg-wsbmDOe zCy05+EbhfHwWCS8KU|E~Gf^V}tyL zH+j9e;Va*1D?kxT5=jvY>uvqgshD&`0jOu6PEi5#>i!G-2x`L-WwpZq0000 Result<(), Box> { - // build model - let options = Options::default() - .with_yolo_version(YOLOVersion::V5) - .with_model("../models/yolov5s-seg.onnx")? - .with_yolo_task(YOLOTask::Segment) - // .with_trt(0) - // .with_fp16(true) - .with_i00((1, 1, 4).into()) - .with_i02((224, 640, 800).into()) - .with_i03((224, 640, 800).into()); - let mut model = YOLO::new(options)?; - - // load image - let x = vec![DataLoader::try_read("./assets/bus.jpg")?]; - - // run - let y = model.run(&x)?; - - // annotate - let annotator = Annotator::default().with_saveout("YOLOv5"); - annotator.annotate(&x, &y); - - Ok(()) -} diff --git a/examples/yolov8/main.rs b/examples/yolov8/main.rs deleted file mode 100644 index 25261aa..0000000 --- a/examples/yolov8/main.rs +++ /dev/null @@ -1,44 +0,0 @@ -use usls::{coco, models::YOLO, Annotator, DataLoader, Options, Vision}; - -fn main() -> Result<(), Box> { - // build model - let options = Options::default() - // .with_model("yolov8m-dyn.onnx")? - // .with_model("yolov8m-dyn-f16.onnx")? - // .with_model("yolov8m-pose-dyn.onnx")? - // .with_model("yolov8m-cls-dyn.onnx")? - .with_model("yolov8m-seg-dyn.onnx")? - // .with_model("yolov8m-obb-dyn.onnx")? - // .with_model("yolov8m-oiv7-dyn.onnx")? - // .with_trt(0) - // .with_fp16(true) - // .with_coreml(0) - // .with_cuda(3) - .with_i00((1, 1, 4).into()) - .with_i02((224, 640, 800).into()) - .with_i03((224, 640, 800).into()) - .with_confs(&[0.4, 0.15]) // class_0: 0.4, others: 0.15 - .with_names2(&coco::KEYPOINTS_NAMES_17) - .with_profile(false); - let mut model = YOLO::new(options)?; - - // build dataloader - let dl = DataLoader::default() - .with_batch(model.batch() as _) - .load("./assets/bus.jpg")?; - - // build annotator - let annotator = Annotator::default() - .with_skeletons(&coco::SKELETONS_16) - .with_bboxes_thickness(7) - .with_saveout("YOLOv8"); - - // run & annotate - for (xs, _paths) in dl { - // let ys = model.run(&xs)?; // way one - let ys = model.forward(&xs, true)?; // way two - annotator.annotate(&xs, &ys); - } - - Ok(()) -} diff --git a/examples/yolov9/README.md b/examples/yolov9/README.md deleted file mode 100644 index 9057afd..0000000 --- a/examples/yolov9/README.md +++ /dev/null @@ -1,29 +0,0 @@ -## Quick Start - -```shell -cargo run -r --example yolov9 -``` - -## Donwload or Export ONNX Model - -- **Download** - - [yolov9-c-dyn-fp16](https://github.com/jamjamjon/assets/releases/download/v0.0.1/yolov9-c-dyn-f16.onnx) -- **Export** - - ```shell - # clone repo and install dependencies - git clone https://github.com/WongKinYiu/yolov9.git - cd yolov9 - pip install -r requirements.txt - - # donwload `pt` weights - wget https://github.com/WongKinYiu/yolov9/releases/download/v0.1/yolov9-c.pt - - # export ONNX model - python export.py --weights yolov9-c.pt --include onnx --simplify --dynamic - ``` - -## Results - -![](./demo.png) diff --git a/examples/yolov9/main.rs b/examples/yolov9/main.rs deleted file mode 100644 index 8a181cd..0000000 --- a/examples/yolov9/main.rs +++ /dev/null @@ -1,28 +0,0 @@ -use usls::{ - models::{YOLOVersion, YOLO}, - Annotator, DataLoader, Options, Vision, -}; - -fn main() -> Result<(), Box> { - // build model - let options = Options::default() - .with_model("../models/yolov9-c.onnx")? - .with_yolo_version(YOLOVersion::V9) - .with_i00((1, 1, 4).into()) - .with_i02((416, 640, 800).into()) - .with_i03((416, 640, 800).into()) - .with_confs(&[0.4, 0.15]); - let mut model = YOLO::new(options)?; - - // load image - let x = vec![DataLoader::try_read("./assets/bus.jpg")?]; - - // run - let y = model.run(&x)?; - - // annotate - let annotator = Annotator::default().with_saveout("YOLOv9"); - annotator.annotate(&x, &y); - - Ok(()) -} diff --git a/src/core/annotator.rs b/src/core/annotator.rs index 72f3ede..42b6cf8 100644 --- a/src/core/annotator.rs +++ b/src/core/annotator.rs @@ -226,11 +226,13 @@ impl Annotator { self } + /// Plotting polygons' areas or not pub fn without_polygons(mut self, x: bool) -> Self { self.without_polygons = x; self } + /// Plotting polygons' contours or not pub fn without_contours(mut self, x: bool) -> Self { self.without_contours = x; self @@ -251,6 +253,12 @@ impl Annotator { self } + /// Plotting masks or not + pub fn without_masks(mut self, x: bool) -> Self { + self.without_masks = x; + self + } + pub fn with_colormap(mut self, x: &str) -> Self { let x = match x { "turbo" | "Turbo" | "TURBO" => colormap256::TURBO, @@ -328,41 +336,41 @@ impl Annotator { // polygons if !self.without_polygons { if let Some(xs) = &y.polygons() { - self.plot_polygons(&mut img_rgba, xs) + self.plot_polygons(&mut img_rgba, xs); + } + } + + // masks + if !self.without_masks { + if let Some(xs) = &y.masks() { + self.plot_masks(&mut img_rgba, xs); } } // bboxes if !self.without_bboxes { if let Some(xs) = &y.bboxes() { - self.plot_bboxes(&mut img_rgba, xs) + self.plot_bboxes(&mut img_rgba, xs); } } // mbrs if !self.without_mbrs { if let Some(xs) = &y.mbrs() { - self.plot_mbrs(&mut img_rgba, xs) + self.plot_mbrs(&mut img_rgba, xs); } } // keypoints if !self.without_keypoints { if let Some(xs) = &y.keypoints() { - self.plot_keypoints(&mut img_rgba, xs) + self.plot_keypoints(&mut img_rgba, xs); } } // probs if let Some(xs) = &y.probs() { - self.plot_probs(&mut img_rgba, xs) - } - - // masks - if !self.without_masks { - if let Some(xs) = &y.masks() { - self.plot_masks(&mut img_rgba, xs) - } + self.plot_probs(&mut img_rgba, xs); } // save @@ -618,7 +626,7 @@ impl Annotator { }); image::DynamicImage::from(luma) } else { - mask.mask().to_owned() + image::DynamicImage::from(mask.mask().to_owned()) }; let luma = luma.resize_exact( w / scale, diff --git a/src/core/options.rs b/src/core/options.rs index 0298286..0c8035f 100644 --- a/src/core/options.rs +++ b/src/core/options.rs @@ -4,7 +4,7 @@ use anyhow::Result; use crate::{ auto_load, - models::{YOLOTask, YOLOVersion}, + models::{YOLOFormat, YOLOTask, YOLOVersion}, Device, MinOptMax, }; @@ -61,11 +61,10 @@ pub struct Options { pub min_width: Option, pub min_height: Option, pub unclip_ratio: f32, // DB + pub apply_probs_softmax: bool, pub yolo_task: Option, pub yolo_version: Option, - pub anchors_first: bool, // yolo model output format like: [batch_size, anchors, xywh_clss_xxx] - pub conf_independent: bool, // xywh_conf_clss - pub apply_probs_softmax: bool, + pub yolo_format: Option, } impl Default for Options { @@ -119,9 +118,8 @@ impl Default for Options { unclip_ratio: 1.5, yolo_task: None, yolo_version: None, - anchors_first: false, - conf_independent: false, apply_probs_softmax: false, + yolo_format: None, } } } @@ -172,11 +170,6 @@ impl Options { self } - pub fn with_conf_independent(mut self, x: bool) -> Self { - self.conf_independent = x; - self - } - pub fn apply_probs_softmax(mut self, x: bool) -> Self { self.apply_probs_softmax = x; self @@ -227,8 +220,8 @@ impl Options { self } - pub fn with_anchors_first(mut self, x: bool) -> Self { - self.anchors_first = x; + pub fn with_yolo_format(mut self, x: YOLOFormat) -> Self { + self.yolo_format = Some(x); self } diff --git a/src/lib.rs b/src/lib.rs index c1d2855..3f2a4bb 100644 --- a/src/lib.rs +++ b/src/lib.rs @@ -111,5 +111,6 @@ mod utils; mod ys; pub use core::*; +pub use models::*; pub use utils::*; pub use ys::*; diff --git a/src/models/blip.rs b/src/models/blip.rs index 128f5fb..18a93b7 100644 --- a/src/models/blip.rs +++ b/src/models/blip.rs @@ -59,7 +59,7 @@ impl Blip { Ops::Nhwc2nchw, ])?; let ys = self.visual.run(vec![xs_])?; - Ok(Y::default().with_embedding(Embedding::from(ys[0].to_owned()))) + Ok(Y::default().with_embedding(&Embedding::from(ys[0].to_owned()))) } pub fn caption( diff --git a/src/models/clip.rs b/src/models/clip.rs index d2a80a1..2fe0523 100644 --- a/src/models/clip.rs +++ b/src/models/clip.rs @@ -70,7 +70,7 @@ impl Clip { Ops::Nhwc2nchw, ])?; let ys = self.visual.run(vec![xs_])?; - Ok(Y::default().with_embedding(Embedding::from(ys[0].to_owned()))) + Ok(Y::default().with_embedding(&Embedding::from(ys[0].to_owned()))) } pub fn encode_texts(&mut self, texts: &[String]) -> Result { @@ -85,7 +85,7 @@ impl Clip { let xs = Array2::from_shape_vec((texts.len(), self.context_length), xs)?.into_dyn(); let xs = X::from(xs); let ys = self.textual.run(vec![xs])?; - Ok(Y::default().with_embedding(Embedding::from(ys[0].to_owned()))) + Ok(Y::default().with_embedding(&Embedding::from(ys[0].to_owned()))) } pub fn batch_visual(&self) -> usize { diff --git a/src/models/depth_anything.rs b/src/models/depth_anything.rs index bdf2f20..b6ec008 100644 --- a/src/models/depth_anything.rs +++ b/src/models/depth_anything.rs @@ -71,9 +71,7 @@ impl DepthAnything { None => continue, Some(x) => x, }; - ys.push( - Y::default().with_masks(&[Mask::default().with_mask(DynamicImage::from(luma))]), - ); + ys.push(Y::default().with_masks(&[Mask::default().with_mask(luma)])); } Ok(ys) } diff --git a/src/models/dinov2.rs b/src/models/dinov2.rs index 85485ca..9b7b227 100644 --- a/src/models/dinov2.rs +++ b/src/models/dinov2.rs @@ -64,7 +64,7 @@ impl Dinov2 { Ops::Nhwc2nchw, ])?; let ys = self.engine.run(vec![xs_])?; - Ok(Y::default().with_embedding(Embedding::from(ys[0].to_owned()))) + Ok(Y::default().with_embedding(&Embedding::from(ys[0].to_owned()))) } // pub fn build_index(&self, metric: Metric) -> Result { diff --git a/src/models/mod.rs b/src/models/mod.rs index d0ccfee..297ba50 100644 --- a/src/models/mod.rs +++ b/src/models/mod.rs @@ -10,6 +10,7 @@ mod rtdetr; mod rtmo; mod svtr; mod yolo; +mod yolo_format; mod yolop; pub use blip::Blip; @@ -21,5 +22,6 @@ pub use modnet::MODNet; pub use rtdetr::RTDETR; pub use rtmo::RTMO; pub use svtr::SVTR; -pub use yolo::{YOLOTask, YOLOVersion, YOLO}; +pub use yolo::YOLO; +pub use yolo_format::{BoxType, YOLOFormat, YOLOTask, YOLOVersion}; pub use yolop::YOLOPv2; diff --git a/src/models/modnet.rs b/src/models/modnet.rs index 87004eb..5987f09 100644 --- a/src/models/modnet.rs +++ b/src/models/modnet.rs @@ -65,8 +65,6 @@ impl MODNet { None => continue, Some(x) => x, }; - let luma = DynamicImage::from(luma); - ys.push(Y::default().with_masks(&[Mask::default().with_mask(luma)])); } Ok(ys) diff --git a/src/models/yolo.rs b/src/models/yolo.rs index 924edcf..8a93518 100644 --- a/src/models/yolo.rs +++ b/src/models/yolo.rs @@ -1,55 +1,32 @@ use anyhow::Result; -use clap::ValueEnum; use image::DynamicImage; use ndarray::{s, Array, Axis}; use rayon::prelude::*; use regex::Regex; use crate::{ - Bbox, DynConf, Keypoint, Mbr, MinOptMax, Ops, Options, OrtEngine, Polygon, Prob, Vision, X, Y, + Bbox, BoxType, DynConf, Keypoint, Mask, Mbr, MinOptMax, Ops, Options, OrtEngine, Polygon, Prob, + Vision, YOLOFormat, YOLOTask, YOLOVersion, X, Y, }; -const CXYWH_OFFSET: usize = 4; -const KPT_STEP: usize = 3; - -#[derive(Debug, Clone, ValueEnum)] -pub enum YOLOTask { - Classify, - Detect, - Pose, - Segment, - Obb, -} - -#[derive(Debug, Copy, Clone, ValueEnum)] -pub enum YOLOVersion { - V5, - V8, - V9, - V10, - Customized, -} - #[derive(Debug)] pub struct YOLO { engine: OrtEngine, nc: usize, - nk: usize, - nm: usize, + nk: usize, // TODO height: MinOptMax, width: MinOptMax, batch: MinOptMax, - task: YOLOTask, - version: YOLOVersion, confs: DynConf, kconfs: DynConf, iou: f32, names: Option>, names_kpt: Option>, apply_nms: bool, - anchors_first: bool, - conf_independent: bool, apply_probs_softmax: bool, + task: YOLOTask, + yolo_format: YOLOFormat, + version: Option, } impl Vision for YOLO { @@ -62,45 +39,63 @@ impl Vision for YOLO { engine.height().to_owned(), engine.width().to_owned(), ); - let task = match options.yolo_task { - Some(task) => task, - None => match engine.try_fetch("task") { - None => { - println!("No clear YOLO task specified, using default: Detect"); - YOLOTask::Detect + + // YOLO Task + let task = options + .yolo_task + .or(engine.try_fetch("task").and_then(|x| match x.as_str() { + "classify" => Some(YOLOTask::Classify), + "detect" => Some(YOLOTask::Detect), + "pose" => Some(YOLOTask::Pose), + "segment" => Some(YOLOTask::Segment), + "obb" => Some(YOLOTask::Obb), + s => { + println!("YOLO Task: {s:?} is unsupported"); + None + } + })); + + // YOLO Output Format + let (version, yolo_format, apply_nms, apply_probs_softmax) = match options.yolo_version { + Some(ver) => match &task { + None => anyhow::bail!("No clear YOLO Task specified."), + Some(task) => match task { + YOLOTask::Classify => match ver { + YOLOVersion::V5 => (Some(ver), YOLOFormat::NClss, None, Some(true)), + YOLOVersion::V8 => (Some(ver), YOLOFormat::NClss, None, Some(false)), + x => anyhow::bail!("YOLOTask::Classify is unsupported for {x:?}. Try using `.with_yolo_format()` for customization.") + } + YOLOTask::Detect => match ver { + v @ YOLOVersion::V5 => (Some(v),YOLOFormat::NACxcywhConfClss, Some(true), None), + YOLOVersion::V8 => (Some(ver),YOLOFormat::NCxcywhClssA, Some(true), None), + YOLOVersion::V9 => (Some(ver),YOLOFormat::NCxcywhClssA, Some(true), None), + YOLOVersion::V10 => (Some(ver),YOLOFormat::NAXyxyConfCls, Some(false), None), + } + YOLOTask::Pose => match ver { + YOLOVersion::V8 => (Some(ver),YOLOFormat::NCxcywhClssXycsA, Some(true), None), + x => anyhow::bail!("YOLOTask::Pose is unsupported for {x:?}. Try using `.with_yolo_format()` for customization.") + } + YOLOTask::Segment => match ver { + YOLOVersion::V5 => (Some(ver), YOLOFormat::NACxcywhConfClssCoefs, Some(true), None), + YOLOVersion::V8 => (Some(ver), YOLOFormat::NCxcywhClssCoefsA, Some(true), None), + x => anyhow::bail!("YOLOTask::Segment is unsupported for {x:?}. Try using `.with_yolo_format()` for customization.") + } + YOLOTask::Obb => match ver { + YOLOVersion::V8 => (Some(ver), YOLOFormat::NCxcywhClssRA, Some(true), None), + x => anyhow::bail!("YOLOTask::Segment is unsupported for {x:?}. Try using `.with_yolo_format()` for customization.") + } } - Some(x) => match x.as_str() { - "classify" => YOLOTask::Classify, - "detect" => YOLOTask::Detect, - "pose" => YOLOTask::Pose, - "segment" => YOLOTask::Segment, - "obb" => YOLOTask::Obb, - x => todo!("YOLO Task: {x:?} is not supported"), - }, - }, - }; - let version = match options.yolo_version { - None => { - println!("No clear YOLO version specified, using default: YOLOv8"); - YOLOVersion::V8 } - Some(x) => x, - }; - - // output format - let (anchors_first, conf_independent, apply_nms, apply_probs_softmax) = match version { - YOLOVersion::V5 => (true, true, true, true), - YOLOVersion::V8 | YOLOVersion::V9 => (false, false, true, false), - YOLOVersion::V10 => (true, false, false, false), - YOLOVersion::Customized => ( - options.anchors_first, - options.conf_independent, - options.apply_nms, - options.apply_probs_softmax, - ), + None => match options.yolo_format { + None => anyhow::bail!("No clear YOLO version or YOLO Format specified."), + Some(fmt) => (None, fmt, None, None) + } }; + let task = task.unwrap_or(yolo_format.task()); + let apply_nms = apply_nms.unwrap_or(options.apply_nms); + let apply_probs_softmax = apply_probs_softmax.unwrap_or(options.apply_probs_softmax); - // try from custom class names, and then model metadata + // Try from custom class names, and then model metadata let mut names = options.names.or(Self::fetch_names(&engine)); let nc = match options.nc { Some(nc) => { @@ -110,7 +105,7 @@ impl Vision for YOLO { assert_eq!( nc, names.len(), - "the length of `nc` and `class names` is not equal." + "The length of `nc` and `class names` is not equal." ); } } @@ -123,10 +118,9 @@ impl Vision for YOLO { ), }, }; - let names_kpt = options.names2.or(None); - // try from model metadata + // Try from model metadata let nk = engine .try_fetch("kpt_shape") .map(|kpt_string| { @@ -135,13 +129,15 @@ impl Vision for YOLO { caps.get(1).unwrap().as_str().parse::().unwrap() }) .unwrap_or(0_usize); - let nm = if let YOLOTask::Segment = task { - engine.oshapes()[1][1] as usize - } else { - 0_usize - }; let confs = DynConf::new(&options.confs, nc); let kconfs = DynConf::new(&options.kconfs, nk); + + // Summary + println!( + "Task: {:?}, Version: {:?}, Outputs Format: {:?}, Apply NMS: {:?}", + task, version, yolo_format, apply_nms + ); + engine.dry_run()?; Ok(Self { @@ -151,18 +147,16 @@ impl Vision for YOLO { iou: options.iou, nc, nk, - nm, height, width, batch, task, - version, names, names_kpt, - anchors_first, - conf_independent, apply_nms, apply_probs_softmax, + yolo_format, + version, }) } @@ -203,117 +197,168 @@ impl Vision for YOLO { .filter_map(|(idx, preds)| { let image_width = xs0[idx].width() as f32; let image_height = xs0[idx].height() as f32; + let ratio = + (self.width() as f32 / image_width).min(self.height() as f32 / image_height); match self.task { - // Detection - YOLOTask::Detect | YOLOTask::Segment | YOLOTask::Pose => { - let ratio = (self.width() as f32 / image_width) - .min(self.height() as f32 / image_height); - let y_bboxes = preds - .axis_iter(if self.anchors_first { Axis(0) } else { Axis(1) }) - .into_par_iter() - .enumerate() - .filter_map(|(i, pred)| match self.version { - YOLOVersion::V10 => { - let class_id = pred[CXYWH_OFFSET + 1] as usize; - let confidence = pred[CXYWH_OFFSET]; + // Classifcation + YOLOTask::Classify => { + let y = if self.apply_probs_softmax { + let exps = preds.mapv(|x| x.exp()); + let stds = exps.sum_axis(Axis(0)); + exps / stds + } else { + preds.into_owned() + }; + Some( + Y::default().with_probs( + &Prob::default() + .with_probs(&y.into_raw_vec()) + .with_names(self.names.to_owned()), + ), + ) + } + _ => { + // parse preds to get slices for each task + let ( + slice_bboxes, + slice_id, + slice_clss, + slice_kpts, + slice_coefs, + slice_radians, + ) = self.yolo_format.parse_preds(preds, self.nc); + + let mut y = Y::default(); + let (y_bboxes, y_mbrs) = + slice_bboxes + .axis_iter(Axis(0)) + .into_par_iter() + .enumerate() + .filter_map(|(i, bbox)| { + // confidence & class_id + let (class_id, confidence) = match &slice_id { + Some(ids) => (ids[[i, 0]] as _, slice_clss[[i, 0]] as _), + None => { + let (class_id, &confidence) = slice_clss + .slice(s![i, ..]) + .into_iter() + .enumerate() + .max_by(|a, b| a.1.total_cmp(b.1))?; + (class_id, confidence) + } + }; + + // confidence filtering if confidence < self.confs[class_id] { - None - } else { - let bbox = pred.slice(s![0..CXYWH_OFFSET]); - let x = bbox[0] / ratio; - let y = bbox[1] / ratio; - let x2 = bbox[2] / ratio; - let y2 = bbox[3] / ratio; - let w = x2 - x; - let h = y2 - y; - let y_bbox = Bbox::default() - .with_xywh(x, y, w, h) - .with_confidence(confidence) - .with_id(class_id as _) - .with_id_born(i as _) - .with_name( - self.names - .as_ref() - .map(|names| names[class_id].to_owned()), - ); - Some(y_bbox) + return None; } - } - _ => { - let (conf_, clss) = if self.conf_independent { - ( - pred[CXYWH_OFFSET], - pred.slice(s![ - CXYWH_OFFSET + 1..CXYWH_OFFSET + self.nc + 1 - ]), - ) - } else { - (1.0, pred.slice(s![CXYWH_OFFSET..CXYWH_OFFSET + self.nc])) + + // Bboxes + let (cx, cy, x, y, w, h) = match self.yolo_format.box_type() { + BoxType::Cxcywh => { + let cx = bbox[0] / ratio; + let cy = bbox[1] / ratio; + let w = bbox[2] / ratio; + let h = bbox[3] / ratio; + let x = (cx - w / 2.).clamp(0.0, image_width); + let y = (cy - h / 2.).clamp(0.0, image_height); + (cx, cy, x, y, w, h) + } + BoxType::Xyxy => { + let x = bbox[0] / ratio; + let y = bbox[1] / ratio; + let x2 = bbox[2] / ratio; + let y2 = bbox[3] / ratio; + let (w, h) = (x2 - x, y2 - y); + let cx = x + w / 2.; + let cy = y + h / 2.; + (cx, cy, x, y, w, h) + } + _ => todo!(), }; - let (id, &confidence) = clss - .into_iter() - .enumerate() - .max_by(|a, b| a.1.total_cmp(b.1))?; - let confidence = confidence * conf_; - if confidence < self.confs[id] { - None - } else { - let bbox = pred.slice(s![0..CXYWH_OFFSET]); - let cx = bbox[0] / ratio; - let cy = bbox[1] / ratio; - let w = bbox[2] / ratio; - let h = bbox[3] / ratio; - let x = cx - w / 2.; - let y = cy - h / 2.; - let x = x.max(0.0).min(image_width); - let y = y.max(0.0).min(image_height); - let y_bbox = Bbox::default() - .with_xywh(x, y, w, h) - .with_confidence(confidence) - .with_id(id as isize) - .with_id_born(i as isize) - .with_name( - self.names - .as_ref() - .map(|names| names[id].to_owned()), - ); - Some(y_bbox) - } - } - }) - .collect::>(); - - // NMS - let mut y = Y::default().with_bboxes(&y_bboxes); - if self.apply_nms { - y = y.apply_bboxes_nms(self.iou); + + let (y_bbox, y_mbr) = + match &slice_radians { + Some(slice_radians) => { + let radians = slice_radians[[i, 0]]; + let (w, h, radians) = if w > h { + (w, h, radians) + } else { + (h, w, radians + std::f32::consts::PI / 2.) + }; + let radians = radians % std::f32::consts::PI; + ( + None, + Some( + Mbr::from_cxcywhr( + cx as f64, + cy as f64, + w as f64, + h as f64, + radians as f64, + ) + .with_confidence(confidence) + .with_id(class_id as isize) + .with_name(self.names.as_ref().map( + |names| names[class_id].to_owned(), + )), + ), + ) + } + None => ( + Some( + Bbox::default() + .with_xywh(x, y, w, h) + .with_confidence(confidence) + .with_id(class_id as isize) + .with_id_born(i as isize) + .with_name(self.names.as_ref().map( + |names| names[class_id].to_owned(), + )), + ), + None, + ), + }; + + Some((y_bbox, y_mbr)) + }) + .collect::<(Vec<_>, Vec<_>)>(); + + let y_bboxes: Vec = y_bboxes.into_iter().flatten().collect(); + let y_mbrs: Vec = y_mbrs.into_iter().flatten().collect(); + + // Mbrs + if !y_mbrs.is_empty() { + y = y.with_mbrs(&y_mbrs); + if self.apply_nms { + y = y.apply_nms(self.iou); + } + return Some(y); + } + + // Bboxes + if !y_bboxes.is_empty() { + y = y.with_bboxes(&y_bboxes); + if self.apply_nms { + y = y.apply_nms(self.iou); + } } // Pose - if let YOLOTask::Pose = self.task { + if let Some(pred_kpts) = slice_kpts { + let kpt_step = self.yolo_format.kpt_step().unwrap_or(3); if let Some(bboxes) = y.bboxes() { let y_kpts = bboxes .into_par_iter() .filter_map(|bbox| { - let pred = if self.anchors_first { - preds.slice(s![ - bbox.id_born(), - preds.shape()[1] - KPT_STEP * self.nk.., - ]) - } else { - preds.slice(s![ - preds.shape()[0] - KPT_STEP * self.nk.., - bbox.id_born(), - ]) - }; - + let pred = pred_kpts.slice(s![bbox.id_born(), ..]); let kpts = (0..self.nk) .into_par_iter() .map(|i| { - let kx = pred[KPT_STEP * i] / ratio; - let ky = pred[KPT_STEP * i + 1] / ratio; - let kconf = pred[KPT_STEP * i + 2]; + let kx = pred[kpt_step * i] / ratio; + let ky = pred[kpt_step * i + 1] / ratio; + let kconf = pred[kpt_step * i + 2]; if kconf < self.kconfs[i] { Keypoint::default() } else { @@ -335,32 +380,18 @@ impl Vision for YOLO { Some(kpts) }) .collect::>(); - y = y.with_keypoints(&y_kpts); } } // Segment - if let YOLOTask::Segment = self.task { + if let Some(coefs) = slice_coefs { if let Some(bboxes) = y.bboxes() { - let y_polygons = bboxes + let (y_polygons, y_masks) = bboxes .into_par_iter() .filter_map(|bbox| { - let coefs = if self.anchors_first { - preds - .slice(s![ - bbox.id_born(), - preds.shape()[1] - self.nm.. - ]) - .to_vec() - } else { - preds - .slice(s![ - preds.shape()[0] - self.nm.., - bbox.id_born() - ]) - .to_vec() - }; + let coefs = coefs.slice(s![bbox.id_born(), ..]).to_vec(); + let proto = protos.as_ref()?.slice(s![idx, .., .., ..]); let (nm, mh, mw) = proto.dim(); @@ -409,94 +440,34 @@ impl Vision for YOLO { &mask, 0, ); - contours - .into_par_iter() - .map(|x| { - Polygon::default() - .with_id(bbox.id()) - .with_points_imageproc(&x.points) - .with_name(bbox.name().cloned()) - }) - .max_by(|x, y| x.area().total_cmp(&y.area())) + Some(( + contours + .into_par_iter() + .map(|x| { + Polygon::default() + .with_id(bbox.id()) + .with_points_imageproc(&x.points) + .with_name(bbox.name().cloned()) + }) + .max_by(|x, y| x.area().total_cmp(&y.area()))?, + Mask::default() + .with_mask(mask) + .with_id(bbox.id()) + .with_name(bbox.name().cloned()), + )) }) - .collect::>(); - y = y.with_polygons(&y_polygons); + .collect::<(Vec<_>, Vec<_>)>(); + + y = y.with_polygons(&y_polygons).with_masks(&y_masks); } } - Some(y) - } - YOLOTask::Classify => { - let y = if self.apply_probs_softmax { - let exps = preds.mapv(|x| x.exp()); - let stds = exps.sum_axis(Axis(0)); - exps / stds - } else { - preds.into_owned() - }; - Some( - Y::default().with_probs( - Prob::default() - .with_probs(&y.into_raw_vec()) - .with_names(self.names.to_owned()), - ), - ) - } - YOLOTask::Obb => { - let ratio = (self.width() as f32 / image_width) - .min(self.height() as f32 / image_height); - - let y_mbrs = preds - .axis_iter(if self.anchors_first { Axis(0) } else { Axis(1) }) - .into_par_iter() - .filter_map(|pred| { - { - // xywhclsr - let clss = pred.slice(s![CXYWH_OFFSET..CXYWH_OFFSET + self.nc]); - let radians = pred[pred.len() - 1]; - let (id, &confidence) = clss - .into_iter() - .enumerate() - .max_by(|a, b| a.1.total_cmp(b.1))?; - if confidence < self.confs[id] { - None - } else { - let xywh = pred.slice(s![0..CXYWH_OFFSET]); - let cx = xywh[0] / ratio; - let cy = xywh[1] / ratio; - let w = xywh[2] / ratio; - let h = xywh[3] / ratio; - let (w, h, radians) = if w > h { - (w, h, radians) - } else { - (h, w, radians + std::f32::consts::PI / 2.) - }; - let radians = radians % std::f32::consts::PI; - Some( - Mbr::from_cxcywhr( - cx as f64, - cy as f64, - w as f64, - h as f64, - radians as f64, - ) - .with_confidence(confidence) - .with_id(id as isize) - .with_name( - self.names - .as_ref() - .map(|names| names[id].to_owned()), - ), - ) - } - } - }) - .collect::>(); - Some(Y::default().with_mbrs(&y_mbrs).apply_mbrs_nms(self.iou)) + Some(y) } } }) .collect(); + Ok(ys) } } @@ -514,6 +485,18 @@ impl YOLO { self.height.opt } + pub fn version(&self) -> Option<&YOLOVersion> { + self.version.as_ref() + } + + pub fn task(&self) -> &YOLOTask { + &self.task + } + + pub fn yolo_format(&self) -> &YOLOFormat { + &self.yolo_format + } + fn fetch_names(engine: &OrtEngine) -> Option> { // fetch class names from onnx metadata // String format: `{0: 'person', 1: 'bicycle', 2: 'sports ball', ..., 27: "yellow_lady's_slipper"}` diff --git a/src/models/yolo_format.rs b/src/models/yolo_format.rs new file mode 100644 index 0000000..3d0a019 --- /dev/null +++ b/src/models/yolo_format.rs @@ -0,0 +1,455 @@ +use clap::ValueEnum; +use ndarray::{Array, ArrayBase, ArrayView, Axis, Dim, IxDyn, IxDynImpl, ViewRepr}; +use std::fmt; + +#[derive(Debug, Clone)] +pub enum BoxType { + Cxcywh, + Cxcyxy, + Xyxy, + Xywh, +} + +#[derive(Debug, Clone, ValueEnum)] +pub enum YOLOTask { + Classify, + Detect, + Pose, + Segment, + Obb, +} + +#[derive(Debug, Copy, Clone, ValueEnum)] +pub enum YOLOVersion { + V5, + V8, + V9, + V10, +} + +/// Enumeration of various YOLO output formats. +/// +/// This enum captures different possible output formats for YOLO models. +/// Here, `N` represents the batch size, `A` represents the anchors, `Conf` +/// represents the confidence or objectness, `clss` represents multiple +/// class conditional probabilities, and `cls` represents a single top-probability class. +#[derive(Debug, Clone, PartialEq, ValueEnum)] +pub enum YOLOFormat { + /// Classification + NClss, + + // Detections + // Batch - Anchors - Bbox - Clss + NACxcywhClss, + NACxcyxyClss, + NAXyxyClss, + NAXywhClss, + + // Batch - Bbox - Clss - Anchors + NCxcywhClssA, + NCxcyxyClssA, + NXyxyClssA, + NXywhClssA, + + // Batch - Anchors - Bbox - Conf - Clss + NACxcywhConfClss, + NACxcyxyConfClss, + NAXyxyConfClss, + NAXywhConfClss, + + // Batch - Bbox - Conf - Clss - Anchors + NCxcywhConfClssA, + NCxcyxyConfClssA, + NXyxyConfClssA, + NXywhConfClssA, + + // Batch - Anchors - Bbox - Conf - Cls + NACxcywhConfCls, + NACxcyxyConfCls, + NAXyxyConfCls, + NAXywhConfCls, + + // Batch - Bbox - Conf - Cls - Anchors + NCxcywhConfClsA, + NCxcyxyConfClsA, + NXyxyConfClsA, + NXywhConfClsA, + + // anchor first, one top class, Confidence Independent + // Batch - Anchors - Bbox - Cls - Conf + NACxcywhClsConf, + NACxcyxyClsConf, + NAXyxyClsConf, + NAXywhClsConf, + + // anchor later, one top class, Confidence Independent + // Batch - Bbox - Cls - Conf - Anchors + NCxcywhClsConfA, + NCxcyxyClsConfA, + NXyxyClsConfA, + NXywhClsConfA, + + // Batch - Anchors - Bbox - Clss - Conf + NACxcywhClssConf, + NACxcyxyClssConf, + NAXyxyClssConf, + NAXywhClssConf, + + // Batch - Bbox - Clss - Conf - Anchors + NCxcywhClssConfA, + NCxcyxyClssConfA, + NXyxyClssConfA, + NXywhClssConfA, + + // ===> TODO: Keypoints: Xycs/Xys must be at the end + // xys => xy, xy, ..., No keypoint confidence + // xycs => xyc, xyc, ..., Has keypoint confidence + NACxcywhClssXys, + NACxcywhClssXycs, + NACxcyxyClssXycs, + NAXyxyClssXycs, + NCxcywhClssXycsA, + + // ===> TODO: OBB + NCxcywhClssRA, // R => radians + NACxcywhClssR, // R => radians + + // ===> TODO: instance segment + NCxcywhClssCoefsA, + NACxcywhClssCoefs, + NACxcywhConfClssCoefs, + NCxcywhConfClssCoefsA, +} + +impl fmt::Display for YOLOFormat { + fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { + write!(f, "{:?}", self) + } +} + +impl YOLOFormat { + pub fn box_type(&self) -> BoxType { + let s = self.to_string(); + if s.contains("Cxcywh") { + BoxType::Cxcywh + } else if s.contains("Cxcyxy") { + BoxType::Cxcyxy + } else if s.contains("Xyxy") { + BoxType::Xyxy + } else { + BoxType::Xywh + } + } + + pub fn is_anchors_first(&self) -> bool { + !self.to_string().ends_with('A') + // match self { + // YOLOFormat::NACxcywhClss + // | YOLOFormat::NACxcyxyClss + // | YOLOFormat::NAXyxyClss + // _ => false, + // } + } + + pub fn is_conf_independent(&self) -> bool { + self.to_string().contains("Conf") + // matches!( + // self, + // YOLOFormat::NAXywhConfCls + // | YOLOFormat::NACxcywhClsConf + // | YOLOFormat::NXyxyClsConfA + // | YOLOFormat::NXywhClsConfA + // | YOLOFormat::NACxcywhConfClssCoefs + // | YOLOFormat::NCxcywhConfClssCoefsA + // ) + } + + pub fn is_conf_last(&self) -> bool { + let s = self.to_string(); + let pos_conf = s.find("Conf").unwrap(); + let pos_clss = s.find("Cls").unwrap(); + pos_conf > pos_clss + // matches!( + // self, + // YOLOFormat::NACxcywhClsConf + // | YOLOFormat::NACxcyxyClsConf + // | YOLOFormat::NAXyxyClsConf + // | YOLOFormat::NAXywhClsConf + // | YOLOFormat::NCxcywhClsConfA + // | YOLOFormat::NCxcyxyClsConfA + // | YOLOFormat::NXyxyClsConfA + // | YOLOFormat::NXywhClsConfA + // ) + } + + pub fn is_cls(&self) -> bool { + matches!( + self, + YOLOFormat::NAXywhConfCls + | YOLOFormat::NACxcywhClsConf + | YOLOFormat::NACxcyxyClsConf + | YOLOFormat::NAXyxyClsConf + | YOLOFormat::NAXywhClsConf + | YOLOFormat::NACxcywhConfCls + | YOLOFormat::NACxcyxyConfCls + | YOLOFormat::NAXyxyConfCls + | YOLOFormat::NCxcywhConfClsA + | YOLOFormat::NCxcyxyConfClsA + | YOLOFormat::NXyxyConfClsA + | YOLOFormat::NXywhConfClsA + | YOLOFormat::NCxcywhClsConfA + | YOLOFormat::NCxcyxyClsConfA + | YOLOFormat::NXyxyClsConfA + | YOLOFormat::NXywhClsConfA + ) + } + + pub fn is_clss(&self) -> bool { + !self.is_cls() + } + + pub fn is_cxcywh(&self) -> bool { + let s = format!("{:?}", self); + s.contains("Cxcywh") + // matches!( + // self, + // YOLOFormat::NACxcywhClsConf + // | YOLOFormat::NACxcywhConfCls + // | YOLOFormat::NACxcywhClss + // | YOLOFormat::NACxcywhConfClss + // | YOLOFormat::NACxcywhClssXycs // kpt + // | YOLOFormat::NCxcywhClssA + // | YOLOFormat::NCxcywhConfClssA + // | YOLOFormat::NCxcywhConfClsA + // | YOLOFormat::NCxcywhClsConfA + // | YOLOFormat::NCxcywhClssXycsA // kpt + // | YOLOFormat::NCxcywhClssCoefsA + // | YOLOFormat::NACxcywhClssCoefs + // | YOLOFormat::NACxcywhConfClssCoefs + // | YOLOFormat::NCxcywhConfClssCoefsA + // | YOLOFormat::NACxcywhClssR + // | YOLOFormat::NCxcywhClssRA + // ) + } + + pub fn is_xywh(&self) -> bool { + matches!( + self, + YOLOFormat::NAXywhConfCls + | YOLOFormat::NAXywhClsConf + | YOLOFormat::NAXywhClss + | YOLOFormat::NAXywhConfClss + | YOLOFormat::NXywhClssA + | YOLOFormat::NXywhConfClssA + | YOLOFormat::NXywhConfClsA + | YOLOFormat::NXywhClsConfA + ) + } + + pub fn is_cxcyxy(&self) -> bool { + matches!( + self, + YOLOFormat::NACxcyxyClsConf + | YOLOFormat::NACxcyxyConfCls + | YOLOFormat::NACxcyxyConfClss + // | YOLOFormat::NACxcyxyClssConf // TODO + | YOLOFormat::NCxcyxyClssA + | YOLOFormat::NCxcyxyConfClssA + | YOLOFormat::NCxcyxyConfClsA + | YOLOFormat::NCxcyxyClsConfA + ) + } + + pub fn is_xyxy(&self) -> bool { + matches!( + self, + YOLOFormat::NAXyxyClsConf + | YOLOFormat::NAXyxyConfCls + | YOLOFormat::NAXyxyClss + | YOLOFormat::NAXyxyConfClss + | YOLOFormat::NXyxyClssA + | YOLOFormat::NXyxyConfClssA + | YOLOFormat::NXyxyConfClsA + | YOLOFormat::NXyxyClsConfA + ) + } + + pub fn task(&self) -> YOLOTask { + // TODO: + match self { + YOLOFormat::NACxcywhClssXycs | YOLOFormat::NCxcywhClssXycsA => YOLOTask::Pose, + YOLOFormat::NCxcywhClssCoefsA + | YOLOFormat::NACxcywhClssCoefs + | YOLOFormat::NACxcywhConfClssCoefs + | YOLOFormat::NCxcywhConfClssCoefsA => YOLOTask::Segment, + YOLOFormat::NClss => YOLOTask::Classify, + YOLOFormat::NACxcywhClssR | YOLOFormat::NCxcywhClssRA => YOLOTask::Obb, + _ => YOLOTask::Detect, + } + } + pub fn is_clssification_task(&self) -> bool { + matches!(self, YOLOFormat::NClss) + } + + pub fn is_obb_task(&self) -> bool { + matches!(self, YOLOFormat::NACxcywhClssR | YOLOFormat::NCxcywhClssRA) + } + + pub fn is_kpt_task(&self) -> bool { + matches!( + self, + YOLOFormat::NACxcywhClssXycs | YOLOFormat::NCxcywhClssXycsA + ) + } + + pub fn is_seg_task(&self) -> bool { + matches!( + self, + YOLOFormat::NCxcywhClssCoefsA + | YOLOFormat::NACxcywhClssCoefs + | YOLOFormat::NACxcywhConfClssCoefs + | YOLOFormat::NCxcywhConfClssCoefsA + ) + } + + pub fn kpt_step(&self) -> Option { + match self { + YOLOFormat::NACxcywhClssXys => Some(2), + YOLOFormat::NACxcywhClssXycs + | YOLOFormat::NACxcyxyClssXycs + | YOLOFormat::NAXyxyClssXycs + | YOLOFormat::NCxcywhClssXycsA => Some(3), + _ => None, + } + } + + #[allow(clippy::type_complexity)] + pub fn parse_preds<'a>( + &'a self, + preds: ArrayBase, Dim>, + nc: usize, + ) -> ( + ArrayView, + Option>, + Array, + Option>, + Option>, + Option>, + ) { + let preds = if self.is_anchors_first() { + preds + } else { + preds.reversed_axes() + }; + + // get each tasks slices + let (slice_bboxes, xs) = preds.split_at(Axis(1), 4); + let (slice_id, slice_clss, slice_kpts, slice_coefs, slice_radians) = if self.is_cls() { + // box-[cls | conf -[kpts | coefs]] + if self.is_conf_last() { + // box-cls-conf-[kpts | coefs] + + let (ids, xs) = xs.split_at(Axis(1), 1); + let (clss, xs) = xs.split_at(Axis(1), 1); + let slice_id = Some(ids); + let slice_clss = clss.to_owned(); + + let (slice_kpts, slice_coefs, slice_radians) = if self.is_kpt_task() { + (Some(xs), None, None) + } else if self.is_seg_task() { + (None, Some(xs), None) + } else if self.is_obb_task() { + (None, None, Some(xs)) + } else { + (None, None, None) + }; + (slice_id, slice_clss, slice_kpts, slice_coefs, slice_radians) + } else { + // box-conf-cls-[kpts | coefs] + + let (clss, xs) = xs.split_at(Axis(1), 1); + let (ids, xs) = xs.split_at(Axis(1), 1); + let slice_id = Some(ids); + let slice_clss = clss.to_owned(); + + let (slice_kpts, slice_coefs, slice_radians) = if self.is_kpt_task() { + (Some(xs), None, None) + } else if self.is_seg_task() { + (None, Some(xs), None) + } else if self.is_obb_task() { + (None, None, Some(xs)) + } else { + (None, None, None) + }; + (slice_id, slice_clss, slice_kpts, slice_coefs, slice_radians) + } + } else { + // box-[clss | conf -[kpts | coefs]] + if self.is_conf_independent() { + if self.is_conf_last() { + // box-clss-conf-[kpts | coefs] + + let slice_id = None; + let (clss, xs) = xs.split_at(Axis(1), nc); + let (confs, xs) = xs.split_at(Axis(1), 1); + let confs = confs.broadcast((confs.shape()[0], nc)).unwrap(); + let clss = &confs * &clss; + let slice_clss = clss; + + let (slice_kpts, slice_coefs, slice_radians) = if self.is_kpt_task() { + (Some(xs), None, None) + } else if self.is_seg_task() { + (None, Some(xs), None) + } else if self.is_obb_task() { + (None, None, Some(xs)) + } else { + (None, None, None) + }; + (slice_id, slice_clss, slice_kpts, slice_coefs, slice_radians) + } else { + // box-conf-clss-[kpts | coefs] + let slice_id = None; + let (confs, xs) = xs.split_at(Axis(1), 1); + let (clss, xs) = xs.split_at(Axis(1), nc); + let confs = confs.broadcast((confs.shape()[0], nc)).unwrap(); + let clss = &confs * &clss; + let slice_clss = clss; + let (slice_kpts, slice_coefs, slice_radians) = if self.is_kpt_task() { + (Some(xs), None, None) + } else if self.is_seg_task() { + (None, Some(xs), None) + } else if self.is_obb_task() { + (None, None, Some(xs)) + } else { + (None, None, None) + }; + (slice_id, slice_clss, slice_kpts, slice_coefs, slice_radians) + } + } else { + // box-[clss -[kpts | coefs]] + let slice_id = None; + let (clss, xs) = xs.split_at(Axis(1), nc); + let slice_clss = clss.to_owned(); + + let (slice_kpts, slice_coefs, slice_radians) = if self.is_kpt_task() { + (Some(xs), None, None) + } else if self.is_seg_task() { + (None, Some(xs), None) + } else if self.is_obb_task() { + (None, None, Some(xs)) + } else { + (None, None, None) + }; + (slice_id, slice_clss, slice_kpts, slice_coefs, slice_radians) + } + }; + ( + slice_bboxes, + slice_id, + slice_clss, + slice_kpts, + slice_coefs, + slice_radians, + ) + } +} diff --git a/src/models/yolop.rs b/src/models/yolop.rs index 6675b18..9e28319 100644 --- a/src/models/yolop.rs +++ b/src/models/yolop.rs @@ -162,7 +162,7 @@ impl YOLOPv2 { Y::default() .with_bboxes(&y_bboxes) .with_polygons(&y_polygons) - .apply_bboxes_nms(self.iou), + .apply_nms(self.iou), ); } Ok(ys) diff --git a/src/ys/bbox.rs b/src/ys/bbox.rs index 61c460a..11e4a47 100644 --- a/src/ys/bbox.rs +++ b/src/ys/bbox.rs @@ -1,4 +1,9 @@ +use crate::Nms; + /// Bounding Box 2D. +/// +/// This struct represents a 2D bounding box with properties such as position, size, +/// class ID, confidence score, optional name, and an ID representing the born state. #[derive(Clone, PartialEq, PartialOrd)] pub struct Bbox { x: f32, @@ -10,6 +15,17 @@ pub struct Bbox { name: Option, id_born: isize, } +impl Nms for Bbox { + /// Returns the confidence score of the bounding box. + fn confidence(&self) -> f32 { + self.confidence + } + + /// Computes the intersection over union (IoU) between this bounding box and another. + fn iou(&self, other: &Self) -> f32 { + self.intersect(other) / self.union(other) + } +} impl Default for Bbox { fn default() -> Self { @@ -30,8 +46,7 @@ impl std::fmt::Debug for Bbox { fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { f.debug_struct("Bbox") .field("xyxy", &[self.x, self.y, self.xmax(), self.ymax()]) - .field("id", &self.id) - // .field("id_born", &self.id_born) + .field("class_id", &self.id) .field("name", &self.name) .field("confidence", &self.confidence) .finish() @@ -39,6 +54,15 @@ impl std::fmt::Debug for Bbox { } impl From<(f32, f32, f32, f32)> for Bbox { + /// Creates a `Bbox` from a tuple of `(x, y, w, h)`. + /// + /// # Arguments + /// + /// * `(x, y, w, h)` - A tuple representing the bounding box's position and size. + /// + /// # Returns + /// + /// A `Bbox` with the specified position and size. fn from((x, y, w, h): (f32, f32, f32, f32)) -> Self { Self { x, @@ -51,6 +75,15 @@ impl From<(f32, f32, f32, f32)> for Bbox { } impl From<[f32; 4]> for Bbox { + /// Creates a `Bbox` from an array of `[x, y, w, h]`. + /// + /// # Arguments + /// + /// * `[x, y, w, h]` - An array representing the bounding box's position and size. + /// + /// # Returns + /// + /// A `Bbox` with the specified position and size. fn from([x, y, w, h]: [f32; 4]) -> Self { Self { x, @@ -63,6 +96,15 @@ impl From<[f32; 4]> for Bbox { } impl From<(f32, f32, f32, f32, isize, f32)> for Bbox { + /// Creates a `Bbox` from a tuple of `(x, y, w, h, id, confidence)`. + /// + /// # Arguments + /// + /// * `(x, y, w, h, id, confidence)` - A tuple representing the bounding box's position, size, class ID, and confidence score. + /// + /// # Returns + /// + /// A `Bbox` with the specified position, size, class ID, and confidence score. fn from((x, y, w, h, id, confidence): (f32, f32, f32, f32, isize, f32)) -> Self { Self { x, @@ -77,6 +119,18 @@ impl From<(f32, f32, f32, f32, isize, f32)> for Bbox { } impl Bbox { + /// Sets the bounding box's coordinates using `(x1, y1, x2, y2)` and calculates width and height. + /// + /// # Arguments + /// + /// * `x1` - The x-coordinate of the top-left corner. + /// * `y1` - The y-coordinate of the top-left corner. + /// * `x2` - The x-coordinate of the bottom-right corner. + /// * `y2` - The y-coordinate of the bottom-right corner. + /// + /// # Returns + /// + /// A `Bbox` instance with updated coordinates and dimensions. pub fn with_xyxy(mut self, x1: f32, y1: f32, x2: f32, y2: f32) -> Self { self.x = x1; self.y = y1; @@ -85,6 +139,18 @@ impl Bbox { self } + /// Sets the bounding box's coordinates and dimensions using `(x, y, w, h)`. + /// + /// # Arguments + /// + /// * `x` - The x-coordinate of the top-left corner. + /// * `y` - The y-coordinate of the top-left corner. + /// * `w` - The width of the bounding box. + /// * `h` - The height of the bounding box. + /// + /// # Returns + /// + /// A `Bbox` instance with updated coordinates and dimensions. pub fn with_xywh(mut self, x: f32, y: f32, w: f32, h: f32) -> Self { self.x = x; self.y = y; @@ -93,74 +159,138 @@ impl Bbox { self } + /// Sets the class ID of the bounding box. + /// + /// # Arguments + /// + /// * `x` - The class ID to be set. + /// + /// # Returns + /// + /// A `Bbox` instance with updated class ID. pub fn with_id(mut self, x: isize) -> Self { self.id = x; self } + /// Sets the ID representing the born state of the bounding box. + /// + /// # Arguments + /// + /// * `x` - The ID to be set. + /// + /// # Returns + /// + /// A `Bbox` instance with updated born state ID. pub fn with_id_born(mut self, x: isize) -> Self { self.id_born = x; self } + /// Sets the confidence score of the bounding box. + /// + /// # Arguments + /// + /// * `x` - The confidence score to be set. + /// + /// # Returns + /// + /// A `Bbox` instance with updated confidence score. pub fn with_confidence(mut self, x: f32) -> Self { self.confidence = x; self } + /// Sets the optional name of the bounding box. + /// + /// # Arguments + /// + /// * `x` - The optional name to be set. + /// + /// # Returns + /// + /// A `Bbox` instance with updated name. pub fn with_name(mut self, x: Option) -> Self { self.name = x; self } + /// Returns the width of the bounding box. pub fn width(&self) -> f32 { self.w } + /// Returns the height of the bounding box. pub fn height(&self) -> f32 { self.h } + /// Returns the minimum x-coordinate of the bounding box. pub fn xmin(&self) -> f32 { self.x } + /// The minimum y-coordinate of the bounding box. pub fn ymin(&self) -> f32 { self.y } + /// Returns the maximum x-coordinate of the bounding box. pub fn xmax(&self) -> f32 { self.x + self.w } + /// The maximum x-coordinate of the bounding box. pub fn ymax(&self) -> f32 { self.y + self.h } + /// Returns the center x-coordinate of the bounding box. pub fn cx(&self) -> f32 { self.x + self.w / 2. } + /// Returns the center y-coordinate of the bounding box. pub fn cy(&self) -> f32 { self.y + self.h / 2. } + /// Returns the bounding box coordinates as `(x1, y1, x2, y2)`. + pub fn xyxy(&self) -> (f32, f32, f32, f32) { + (self.x, self.y, self.x + self.w, self.y + self.h) + } + + /// Returns the bounding box coordinates and size as `(x, y, w, h)`. + pub fn xywh(&self) -> (f32, f32, f32, f32) { + (self.x, self.y, self.w, self.h) + } + + /// Returns the center coordinates and size of the bounding box as `(cx, cy, w, h)`. + pub fn cxywh(&self) -> (f32, f32, f32, f32) { + (self.cx(), self.cy(), self.w, self.h) + } + + /// Returns the class ID of the bounding box. pub fn id(&self) -> isize { self.id } + /// Returns the born state ID of the bounding box. pub fn id_born(&self) -> isize { self.id_born } + /// Returns the optional name associated with the bounding box, if any. pub fn name(&self) -> Option<&String> { self.name.as_ref() } - pub fn confidence(&self) -> f32 { - self.confidence - } + // /// Returns the confidence score of the bounding box. + // pub fn confidence(&self) -> f32 { + // self.confidence + // } + /// A label string representing the bounding box, optionally including name and confidence score. pub fn label(&self, with_name: bool, with_conf: bool, decimal_places: usize) -> String { let mut label = String::new(); if with_name { @@ -182,18 +312,22 @@ impl Bbox { label } + /// Computes the area of the bounding box. pub fn area(&self) -> f32 { self.h * self.w } + /// Computes the perimeter of the bounding box. pub fn perimeter(&self) -> f32 { (self.h + self.w) * 2.0 } + /// Checks if the bounding box is square (i.e., width equals height). pub fn is_squre(&self) -> bool { self.w == self.h } + /// Computes the intersection area between this bounding box and another. pub fn intersect(&self, other: &Bbox) -> f32 { let l = self.xmin().max(other.xmin()); let r = (self.xmin() + self.width()).min(other.xmin() + other.width()); @@ -202,14 +336,17 @@ impl Bbox { (r - l).max(0.) * (b - t).max(0.) } + /// Computes the union area between this bounding box and another. pub fn union(&self, other: &Bbox) -> f32 { self.area() + other.area() - self.intersect(other) } - pub fn iou(&self, other: &Bbox) -> f32 { - self.intersect(other) / self.union(other) - } + // /// Computes the intersection over union (IoU) between this bounding box and another. + // pub fn iou(&self, other: &Bbox) -> f32 { + // self.intersect(other) / self.union(other) + // } + /// Checks if this bounding box completely contains another bounding box `other`. pub fn contains(&self, other: &Bbox) -> bool { self.xmin() <= other.xmin() && self.xmax() >= other.xmax() diff --git a/src/ys/mask.rs b/src/ys/mask.rs index e5896d1..5b3ccff 100644 --- a/src/ys/mask.rs +++ b/src/ys/mask.rs @@ -1,20 +1,18 @@ -use image::DynamicImage; +use image::GrayImage; -/// Gray-Scale Mask. +/// Mask: Gray Image. #[derive(Clone, PartialEq)] pub struct Mask { - mask: DynamicImage, - mask_vec: Vec, + mask: GrayImage, id: isize, name: Option, - confidence: f32, // placeholder + confidence: f32, } impl Default for Mask { fn default() -> Self { Self { - mask: DynamicImage::default(), - mask_vec: vec![], + mask: GrayImage::default(), id: -1, name: None, confidence: 0., @@ -25,25 +23,19 @@ impl Default for Mask { impl std::fmt::Debug for Mask { fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { f.debug_struct("Mask") - // .field("mask", &self.mask) + .field("dimensions", &self.dimensions()) .field("id", &self.id) .field("name", &self.name) - // .field("confidence", &self.confidence) .finish() } } impl Mask { - pub fn with_mask(mut self, x: DynamicImage) -> Self { + pub fn with_mask(mut self, x: GrayImage) -> Self { self.mask = x; self } - pub fn with_vec(mut self, vec: &[u8]) -> Self { - self.mask_vec = vec.to_vec(); - self - } - pub fn with_id(mut self, x: isize) -> Self { self.id = x; self @@ -54,13 +46,12 @@ impl Mask { self } - pub fn mask(&self) -> &DynamicImage { + pub fn mask(&self) -> &GrayImage { &self.mask } - pub fn vec(&self) -> Vec { - // self.mask.to_luma8().into_raw() - self.mask_vec.clone() + pub fn to_vec(&self) -> Vec { + self.mask.to_vec() } pub fn id(&self) -> isize { @@ -74,4 +65,16 @@ impl Mask { pub fn confidence(&self) -> f32 { self.confidence } + + pub fn height(&self) -> u32 { + self.mask.height() + } + + pub fn width(&self) -> u32 { + self.mask.width() + } + + pub fn dimensions(&self) -> (u32, u32) { + self.mask.dimensions() + } } diff --git a/src/ys/mbr.rs b/src/ys/mbr.rs index 10f05e1..12f5bf8 100644 --- a/src/ys/mbr.rs +++ b/src/ys/mbr.rs @@ -1,5 +1,7 @@ use geo::{coord, line_string, Area, BooleanOps, Coord, EuclideanDistance, LineString, Polygon}; +use crate::Nms; + /// Minimum Bounding Rectangle. #[derive(Clone, PartialEq)] pub struct Mbr { @@ -8,6 +10,17 @@ pub struct Mbr { confidence: f32, name: Option, } +impl Nms for Mbr { + /// Returns the confidence score of the bounding box. + fn confidence(&self) -> f32 { + self.confidence + } + + /// Computes the intersection over union (IoU) between this bounding box and another. + fn iou(&self, other: &Self) -> f32 { + self.intersect(other) / self.union(other) + } +} impl Default for Mbr { fn default() -> Self { @@ -100,9 +113,9 @@ impl Mbr { self.name.as_ref() } - pub fn confidence(&self) -> f32 { - self.confidence - } + // pub fn confidence(&self) -> f32 { + // self.confidence + // } pub fn label(&self, with_name: bool, with_conf: bool, decimal_places: usize) -> String { let mut label = String::new(); @@ -196,9 +209,9 @@ impl Mbr { p1.union(&p2).unsigned_area() as f32 } - pub fn iou(&self, other: &Mbr) -> f32 { - self.intersect(other) / self.union(other) - } + // pub fn iou(&self, other: &Mbr) -> f32 { + // self.intersect(other) / self.union(other) + // } } #[cfg(test)] diff --git a/src/ys/mod.rs b/src/ys/mod.rs index 010032c..10c4fd4 100644 --- a/src/ys/mod.rs +++ b/src/ys/mod.rs @@ -1,3 +1,4 @@ +#![allow(dead_code)] mod bbox; mod embedding; mod keypoint; @@ -15,3 +16,8 @@ pub use mbr::Mbr; pub use polygon::Polygon; pub use prob::Prob; pub use y::Y; + +pub trait Nms { + fn iou(&self, other: &Self) -> f32; + fn confidence(&self) -> f32; +} diff --git a/src/ys/polygon.rs b/src/ys/polygon.rs index 99539f4..2f8fef4 100644 --- a/src/ys/polygon.rs +++ b/src/ys/polygon.rs @@ -28,7 +28,9 @@ impl Default for Polygon { impl std::fmt::Debug for Polygon { fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { f.debug_struct("Polygon") - // .field("polygons", &self.polygon) + .field("perimeter", &self.perimeter()) + .field("area", &self.area()) + .field("count", &self.count()) .field("id", &self.id) .field("name", &self.name) .field("confidence", &self.confidence) diff --git a/src/ys/y.rs b/src/ys/y.rs index a1f92b0..c116a58 100644 --- a/src/ys/y.rs +++ b/src/ys/y.rs @@ -1,6 +1,21 @@ -use crate::{Bbox, Embedding, Keypoint, Mask, Mbr, Polygon, Prob}; +use crate::{Bbox, Embedding, Keypoint, Mask, Mbr, Nms, Polygon, Prob}; -/// Inference results container for each image. +/// Container for inference results for each image. +/// +/// This struct holds various possible outputs from an image inference process, +/// including probabilities, bounding boxes, keypoints, minimum bounding rectangles, +/// polygons, masks, text annotations, and embeddings. +/// +/// # Fields +/// +/// * `probs` - Optionally contains the probability scores for the detected objects. +/// * `bboxes` - Optionally contains a vector of bounding boxes. +/// * `keypoints` - Optionally contains a nested vector of keypoints. +/// * `mbrs` - Optionally contains a vector of minimum bounding rectangles. +/// * `polygons` - Optionally contains a vector of polygons. +/// * `texts` - Optionally contains a vector of text annotations. +/// * `masks` - Optionally contains a vector of masks. +/// * `embedding` - Optionally contains the embedding representation. #[derive(Clone, PartialEq, Default)] pub struct Y { probs: Option, @@ -15,7 +30,7 @@ pub struct Y { impl std::fmt::Debug for Y { fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { - let mut f = f.debug_struct("Result"); + let mut f = f.debug_struct("Y"); if let Some(x) = &self.texts { if !x.is_empty() { f.field("Texts", &x); @@ -57,139 +72,234 @@ impl std::fmt::Debug for Y { } impl Y { + /// Sets the `masks` field with the provided vector of masks. + /// + /// # Arguments + /// + /// * `masks` - A slice of `Mask` to be set. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new masks set. pub fn with_masks(mut self, masks: &[Mask]) -> Self { self.masks = Some(masks.to_vec()); self } - pub fn with_probs(mut self, probs: Prob) -> Self { - self.probs = Some(probs); + /// Sets the `probs` field with the provided probability scores. + /// + /// # Arguments + /// + /// * `probs` - A reference to a `Prob` instance to be cloned and set in the struct. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new probabilities set. + /// + /// # Examples + /// + /// ``` + /// let probs = Prob::default(); + /// let y = Y::default().with_probs(&probs); + /// ``` + pub fn with_probs(mut self, probs: &Prob) -> Self { + self.probs = Some(probs.clone()); self } + /// Sets the `texts` field with the provided vector of text annotations. + /// + /// # Arguments + /// + /// * `texts` - A slice of `String` to be set. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new texts set. pub fn with_texts(mut self, texts: &[String]) -> Self { self.texts = Some(texts.to_vec()); self } + /// Sets the `mbrs` field with the provided vector of minimum bounding rectangles. + /// + /// # Arguments + /// + /// * `mbrs` - A slice of `Mbr` to be set. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new minimum bounding rectangles set. pub fn with_mbrs(mut self, mbrs: &[Mbr]) -> Self { self.mbrs = Some(mbrs.to_vec()); self } + /// Sets the `bboxes` field with the provided vector of bounding boxes. + /// + /// # Arguments + /// + /// * `bboxes` - A slice of `Bbox` to be set. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new bounding boxes set. pub fn with_bboxes(mut self, bboxes: &[Bbox]) -> Self { self.bboxes = Some(bboxes.to_vec()); self } - pub fn with_embedding(mut self, embedding: Embedding) -> Self { - self.embedding = Some(embedding); + /// Sets the `embedding` field with the provided embedding. + /// + /// # Arguments + /// + /// * `embedding` - A reference to an `Embedding` instance to be cloned and set in the struct. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new embedding set. + pub fn with_embedding(mut self, embedding: &Embedding) -> Self { + self.embedding = Some(embedding.clone()); self } + /// Sets the `keypoints` field with the provided nested vector of keypoints. + /// + /// # Arguments + /// + /// * `keypoints` - A slice of vectors of `Keypoint` to be set. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new keypoints set. pub fn with_keypoints(mut self, keypoints: &[Vec]) -> Self { self.keypoints = Some(keypoints.to_vec()); self } + /// Sets the `polygons` field with the provided vector of polygons. + /// + /// # Arguments + /// + /// * `polygons` - A slice of `Polygon` to be set. + /// + /// # Returns + /// + /// * `Self` - The updated struct instance with the new polygons set. pub fn with_polygons(mut self, polygons: &[Polygon]) -> Self { self.polygons = Some(polygons.to_vec()); self } + /// Returns a reference to the `masks` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Vec>` - A reference to the vector of masks, or `None` if it is not set. pub fn masks(&self) -> Option<&Vec> { self.masks.as_ref() } + /// Returns a reference to the `probs` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Prob>` - A reference to the probabilities, or `None` if it is not set. pub fn probs(&self) -> Option<&Prob> { self.probs.as_ref() } + /// Returns a reference to the `keypoints` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Vec>>` - A reference to the nested vector of keypoints, or `None` if it is not set. pub fn keypoints(&self) -> Option<&Vec>> { self.keypoints.as_ref() } + /// Returns a reference to the `polygons` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Vec>` - A reference to the vector of polygons, or `None` if it is not set. pub fn polygons(&self) -> Option<&Vec> { self.polygons.as_ref() } + /// Returns a reference to the `bboxes` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Vec>` - A reference to the vector of bounding boxes, or `None` if it is not set. pub fn bboxes(&self) -> Option<&Vec> { self.bboxes.as_ref() } + /// Returns a reference to the `mbrs` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Vec>` - A reference to the vector of minimum bounding rectangles, or `None` if it is not set. pub fn mbrs(&self) -> Option<&Vec> { self.mbrs.as_ref() } + /// Returns a reference to the `texts` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Vec>` - A reference to the vector of texts, or `None` if it is not set. pub fn texts(&self) -> Option<&Vec> { self.texts.as_ref() } + /// Returns a reference to the `embedding` field, if it exists. + /// + /// # Returns + /// + /// * `Option<&Embedding>` - A reference to the embedding, or `None` if it is not set. pub fn embedding(&self) -> Option<&Embedding> { self.embedding.as_ref() } - pub fn apply_bboxes_nms(mut self, iou_threshold: f32) -> Self { + pub fn apply_nms(mut self, iou_threshold: f32) -> Self { match &mut self.bboxes { - None => self, - Some(ref mut bboxes) => { - Self::nms_bboxes(bboxes, iou_threshold); - self - } - } - } - - pub fn apply_mbrs_nms(mut self, iou_threshold: f32) -> Self { - match &mut self.mbrs { - None => self, - Some(ref mut mbrs) => { - mbrs.sort_by(|b1, b2| { - b2.confidence() - .partial_cmp(&b1.confidence()) - .unwrap_or(std::cmp::Ordering::Equal) - }); - let mut current_index = 0; - for index in 0..mbrs.len() { - let mut drop = false; - for prev_index in 0..current_index { - let iou = mbrs[prev_index].iou(&mbrs[index]); - if iou > iou_threshold { - drop = true; - break; - } - } - if !drop { - mbrs.swap(current_index, index); - current_index += 1; - } + None => match &mut self.mbrs { + None => self, + Some(ref mut mbrs) => { + Self::nms(mbrs, iou_threshold); + self } - mbrs.truncate(current_index); + }, + Some(ref mut bboxes) => { + Self::nms(bboxes, iou_threshold); self } } } - pub fn nms_bboxes(bboxes: &mut Vec, iou_threshold: f32) { - bboxes.sort_by(|b1, b2| { + pub fn nms(xxx: &mut Vec, iou_threshold: f32) { + xxx.sort_by(|b1, b2| { b2.confidence() .partial_cmp(&b1.confidence()) .unwrap_or(std::cmp::Ordering::Equal) }); let mut current_index = 0; - for index in 0..bboxes.len() { + for index in 0..xxx.len() { let mut drop = false; for prev_index in 0..current_index { - let iou = bboxes[prev_index].iou(&bboxes[index]); + let iou = xxx[prev_index].iou(&xxx[index]); if iou > iou_threshold { drop = true; break; } } if !drop { - bboxes.swap(current_index, index); + xxx.swap(current_index, index); current_index += 1; } } - bboxes.truncate(current_index); + xxx.truncate(current_index); } }