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BEV Camera Literature Survey

A general pipeline in BEV Camera.

  • Lift, Splat, Shoot: Encoding Images from Arbitrary Camera Rigs by Implicitly Unprojecting to 3D / paper / project / ECCV 2020 / LSS
  • BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-View / paper / project / arXiv / BEVDet
  • BEVDet4D: Exploit Temporal Cues in Multi-camera 3D Object Detection / paper / project / arXiv / BEVDet4D
  • BEVDepth: Acquisition of Reliable Depth for Multi-view 3D Object Detection / paper / project / arXiv / BEVDepth
  • DSGN: Deep Stereo Geometry Network for 3D Object Detection / paper / supplemental / project / CVPR 2020
  • LIGA-Stereo: Learning LiDAR Geometry Aware Representations for Stereo-Based 3D Detector / paper / supplemental / project / ICCV 2021
  • Is Pseudo-Lidar Needed for Monocular 3D Object Detection? / paper / supplemental / project / ICCV 2021
  • Inverse perspective mapping simplifies optical flow computation and obstacle detection / paper / ? / IPM
  • Deep Learning based Vehicle Position and Orientation Estimation via Inverse Perspective Mapping Image / paper / IV 2019
  • Learning to Map Vehicles into Bird’s Eye View / ICIAP 2017
  • Monocular 3D Vehicle Detection Using Uncalibrated Traffic Cameras through Homography / paper / IROS 2021
  • Driving Among Flatmobiles: Bird-Eye-View Occupancy Grids From a Monocular Camera for Holistic Trajectory Planning / paper / WACV 2021
  • Understanding Bird’s-Eye View of Road Semantics Using an Onboard Camera / paper / project / IEEE ROBOTICS AND AUTOMATION LETTERS 2022
  • Automatic dense visual semantic mapping from street-level imagery / paper / IEEE/RSJ International Conference on Intelligent Robots and Systems 2012
  • Stacked Homography Transformations for Multi-View Pedestrian Detection / paper / ICCV 2021
  • Cross-View Semantic Segmentation for Sensing Surroundings / paper / project / IEEE Robotics and Automation Letters 2020
  • FISHING Net: Future Inference of Semantic Heatmaps In Grids / paper / arXiv
  • NEAT: Neural Attention Fields for End-to-End Autonomous Driving / paper / project / ICCV 2021
  • Projecting Your View Attentively: Monocular Road Scene Layout Estimation via Cross-View Transformation / paper / project / CVPR 2021
  • Bird’s-Eye-View Panoptic Segmentation Using Monocular Frontal View Images / paper / project / IEEE Robotics and Automation Letters 2022
  • BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal Transformers / paper / project / ECCV 2022
  • PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane Benchmark / paper / project / ECCV 2022
  • PETR: Position Embedding Transformation for Multi-View 3D Object Detection / paper / project / ECCV 2022
  • DETR3D: 3D Object Detection from Multi-view Images via 3D-to-2D Queries / paper / project / PMLR 2022
  • Translating Images into Maps / paper / project / ICRA 2022
  • GitNet: Geometric Prior-based Transformation for Birds-Eye-View Segmentation / paper / ECCV 2022
  • PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images / paper / project / arXiv
  • ImVoxelNet: Image to Voxels Projection for Monocular and Multi-View General-Purpose 3D Object Detection / paper / supplemental / project / WACV 2022
  • MV-FCOS3D++: Multi-View Camera-Only 4D Object Detection with Pretrained Monocular Backbones / paper / project / arXiv
  • FIERY: Future Instance Prediction in Bird's-Eye View From Surround Monocular Cameras / paper / supplemental / paper / ICCV 2021
  • BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous Driving / paper / project / arXiv
  • LaRa: Latents and Rays for Multi-Camera Bird's-Eye-View Semantic Segmentation / paper / project / code / CoRL 2022 / LaRa
  • HDMapNet: An Online HD Map Construction and Evaluation Framework / paper / project / code / ICRA 2022
  • BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs / paper / WACV 2023
  • Cross-view Transformers for real-time Map-view Semantic Segmentation / paper / code / CVPR 2022