OpenCodePapers

3d-object-detection-on-nuscenes-camera-only

Object Detection3D Object Detection
Dataset Link
Results over time
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Leaderboard
PaperCodeNDSFuture FrameModelNameReleaseDate
Far3D: Expanding the Horizon for Surround-view 3D Object Detection✓ Link68.7falseFar3D2023-08-18
Ray Denoising: Depth-aware Hard Negative Sampling for Multi-view 3D Object Detection✓ Link68.6falseRayDN2024-02-06
Temporal Enhanced Training of Multi-view 3D Object Detector via Historical Object Prediction✓ Link68.5yesHoP2023-04-03
Exploring Object-Centric Temporal Modeling for Efficient Multi-View 3D Object Detection✓ Link67.6falseStreamPETR-Large2023-03-21
SparseBEV: High-Performance Sparse 3D Object Detection from Multi-Camera Videos✓ Link67.5yesSparseBEV (V2-99)2023-08-18
Leveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection✓ Link67.2falseVCD-A2023-10-24
GeoBEV: Learning Geometric BEV Representation for Multi-view 3D Object Detection✓ Link66.2GeoBEV (V2-99)2024-09-03
BEVFormer v2: Adapting Modern Image Backbones to Bird's-Eye-View Recognition via Perspective Supervision✓ Link63.4yesBEVFormer v2 (InternImage-XL)2022-11-18
CAPE: Camera View Position Embedding for Multi-View 3D Object Detection✓ Link62.8falseCAPE2023-03-17
SA-BEV: Generating Semantic-Aware Bird's-Eye-View Feature for Multi-view 3D Object Detection✓ Link62.4falseSA-BEV2023-07-21
Time Will Tell: New Outlooks and A Baseline for Temporal Multi-View 3D Object Detection✓ Link61.9falseSOLOFusion-pure2022-10-05
BEVStereo: Enhancing Depth Estimation in Multi-view 3D Object Detection with Dynamic Temporal Stereo✓ Link61.0falseBEVStereo2022-09-21
BEVDepth: Acquisition of Reliable Depth for Multi-view 3D Object Detection✓ Link60.9falseBEVDepth-pure2022-06-21
SeaBird: Segmentation in Bird's View with Dice Loss Improves Monocular 3D Detection of Large Objects✓ Link59.7falseSeaBird2024-03-29
BEVDistill: Cross-Modal BEV Distillation for Multi-View 3D Object Detection✓ Link59.4falseBEVDistill2022-11-17
PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images✓ Link59.2falsePETRv2-pure2022-06-02
PolarFormer: Multi-camera 3D Object Detection with Polar Transformer✓ Link57.2falsePolarFormer2022-06-30
BEVDet4D: Exploit Temporal Cues in Multi-camera 3D Object Detection✓ Link56.9falseBEVDet4D2022-03-31
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal Transformers✓ Link56.9falseBEVFormer2022-03-31