Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild
Garrick Brazil, Abhinav Kumar, Julian Straub, Nikhila Ravi, Justin Johnson, Georgia Gkioxari
2023Year
76Top-tier citations
Abstract
We introduce OMNI3D, a benchmark for 3D object detection which is larger and more diverse than popular 3D benchmarks. Right: We propose Cube R-CNN, which generalizes to unseen datasets (e.g. COCO [45]) and outperforms prior works on existing datasets.
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Install the CLIlune papers fulltext dfa7faf7-f4fa-4cb3-bc48-28d285d2fd9cCited by top-tier papers76
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Builds on27
- FCOS: Fully Convolutional One-Stage Object DetectionZhi Tian, Chunhua Shen, Hao Chen, Tong HeICCV 2019 · 6,042 citations
- Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene UnderstandingMike Roberts, Jason Ramapuram, Anurag Ranjan, Atulit Kumar et al.ICCV 2021 · 633 citations
- M3D-RPN: Monocular 3D Region Proposal Network for Object DetectionGarrick Brazil, Xiaoming LiuICCV 2019 · 542 citations
- Disentangling Monocular 3D Object DetectionAndrea Simonelli, Samuel Rota Bulò, Lorenzo Porzi, Manuel Lopez-Antequera et al.ICCV 2019 · 504 citations
- Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous DrivingYurong You, Yan Wang, Wei-Lun Chao, Divyansh Garg et al.ICLR 2020 · 439 citations
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