3D-COCO: extension of MS-COCO dataset for image detection and 3D reconstruction modules
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Abstract (arXiv)
We introduce 3D-COCO, an extension of the original MS-COCO dataset providing 3D models and 2D-3D alignment annotations. 3D-COCO was designed to achieve computer vision tasks such as 3D reconstruction or image detection configurable with textual, 2D image, and 3D CAD model queries. We complete the existing MS-COCO dataset with 28K 3D models collected on ShapeNet and Objaverse. By using an IoU-based method, we match each MS-COCO annotation with the best 3D models to provide a 2D-3D alignment. The open-source nature of 3D-COCO is a premiere that should pave the way for new research on 3D-related topics. The dataset and its source codes is available at https://kalisteo.cea.fr/index.php/coco3d-object-detection-and-reconstruction/
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References · 19
- 2014Microsoft COCO: Common Objects in Contextcited by 17,498
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- 2020End-to-End Object Detection with Transformerscited by 7,384
- 2015You Only Look Once: Unified, Real-Time Object Detectioncited by 4,829
- 2015SSD: Single Shot MultiBox Detectorcited by 3,125
- 2015ShapeNet: An Information-Rich 3D Model Repositorycited by 2,880
- 2022Objaverse: A Universe of Annotated 3D Objectscited by 1,522
- 2023Objaverse-XL: A Universe of 10M+ 3D Objectscited by 767
- 2021Common Objects in 3D: Large-Scale Learning and Evaluation of Real-life 3D Category Reconstructioncited by 646
- 2022Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Itemscited by 601
- 2018The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scalecited by 542
- 2021ABO: Dataset and Benchmarks for Real-World 3D Object Understandingcited by 360
7 more
- 20203D-FUTURE: 3D Furniture shape with TextUREcited by 306
- 2022Open-Vocabulary DETR with Conditional Matchingcited by 220
- 2018Pix3D: Dataset and Methods for Single-Image 3D Shape Modelingcited by 218
- 2021LegoFormer: Transformers for Block-by-Block Multi-view 3D Reconstructioncited by 25
- 2018PhotoShape: Photorealistic Materials for Large-Scale Shape Collectionscited by 21
- 20223D-C2FT: Coarse-to-fine Transformer for Multi-view 3D Reconstructioncited by 5
- 2022VPFusion: Joint 3D Volume and Pixel-Aligned Feature Fusion for Single and Multi-view 3D Reconstructioncited by 3
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