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Add Overview of Benchmark and Model Zoo (open-mmlab#6985)
* add overview of benchmark and model zoo * Changed tree/master link to configs folder reference * Changed the format of the table * Moved Heads item to Object Detection table and delete the Heads table * Delete unnecessary comments * Add TOOD (ICCV'2021) * Rename Architectures to Algorithms * Fix centering for Algorithms and Components * Create "Other", and add "Common"
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‎README.md

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@@ -86,87 +86,181 @@ Please refer to [changelog.md](docs/en/changelog.md) for details and release his
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For compatibility changes between different versions of MMDetection, please refer to [compatibility.md](docs/en/compatibility.md).
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## Benchmark and model zoo
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## Overview of Benchmark and Model Zoo
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Results and models are available in the [model zoo](docs/en/model_zoo.md).
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<div align="center">
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<b>Architectures</b>
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</div>
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<table align="center">
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<tbody>
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<tr align="center" valign="bottom">
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<td>
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<b>Object Detection</b>
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</td>
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<td>
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<b>Instance Segmentation</b>
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</td>
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<td>
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<b>Panoptic Segmentation</b>
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</td>
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<td>
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<b>Other</b>
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</td>
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</tr>
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<tr valign="top">
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<td>
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<ul>
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<li><a href="configs/fast_rcnn">Fast R-CNN (ICCV'2015)</a></li>
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<li><a href="configs/faster_rcnn">Faster R-CNN (NeurIPS'2015)</a></li>
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<li><a href="configs/rpn">RPN (NeurIPS'2015)</a></li>
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<li><a href="configs/ssd">SSD (ECCV'2016)</a></li>
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<li><a href="configs/retinanet">RetinaNet (ICCV'2017)</a></li>
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<li><a href="configs/cascade_rcnn">Cascade R-CNN (CVPR'2018)</a></li>
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<li><a href="configs/yolo">YOLOv3 (ArXiv'2018)</a></li>
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<li><a href="configs/cornernet">CornerNet (ECCV'2018)</a></li>
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<li><a href="configs/grid_rcnn">Grid R-CNN (CVPR'2019)</a></li>
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<li><a href="configs/guided_anchoring">Guided Anchoring (CVPR'2019)</a></li>
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<li><a href="configs/fsaf">FSAF (CVPR'2019)</a></li>
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<li><a href="configs/centernet">CenterNet (CVPR'2019)</a></li>
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<li><a href="configs/libra_rcnn">Libra R-CNN (CVPR'2019)</a></li>
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<li><a href="configs/tridentnet">TridentNet (ICCV'2019)</a></li>
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<li><a href="configs/fcos">FCOS (ICCV'2019)</a></li>
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<li><a href="configs/reppoints">RepPoints (ICCV'2019)</a></li>
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<li><a href="configs/free_anchor">FreeAnchor (NeurIPS'2019)</a></li>
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<li><a href="configs/cascade_rpn">CascadeRPN (NeurIPS'2019)</a></li>
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<li><a href="configs/foveabox">Foveabox (TIP'2020)</a></li>
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<li><a href="configs/double_heads">Double-Head R-CNN (CVPR'2020)</a></li>
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<li><a href="configs/atss">ATSS (CVPR'2020)</a></li>
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<li><a href="configs/nas_fcos">NAS-FCOS (CVPR'2020)</a></li>
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<li><a href="configs/autoassign">AutoAssign (ArXiv'2020)</a></li>
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<li><a href="configs/sabl">Side-Aware Boundary Localization (ECCV'2020)</a></li>
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<li><a href="configs/dynamic_rcnn">Dynamic R-CNN (ECCV'2020)</a></li>
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<li><a href="configs/detr">DETR (ECCV'2020)</a></li>
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<li><a href="configs/paa">PAA (ECCV'2020)</a></li>
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<li><a href="configs/vfnet">VarifocalNet (CVPR'2021)</a></li>
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<li><a href="configs/sparse_rcnn">Sparse R-CNN (CVPR'2021)</a></li>
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<li><a href="configs/yolof">YOLOF (CVPR'2021)</a></li>
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<li><a href="configs/yolox">YOLOX (CVPR'2021)</a></li>
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<li><a href="configs/deformable_detr">Deformable DETR (ICLR'2021)</a></li>
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<li><a href="configs/tood">TOOD (ICCV'2021)</a></li>
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</ul>
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</td>
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<td>
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<ul>
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<li><a href="configs/mask_rcnn">Mask R-CNN (ICCV'2017)</a></li>
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<li><a href="configs/cascade_rcnn">Cascade Mask R-CNN (CVPR'2018)</a></li>
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<li><a href="configs/ms_rcnn">Mask Scoring R-CNN (CVPR'2019)</a></li>
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<li><a href="configs/htc">Hybrid Task Cascade (CVPR'2019)</a></li>
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<li><a href="configs/yolact">YOLACT (ICCV'2019)</a></li>
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<li><a href="configs/instaboost">InstaBoost (ICCV'2019)</a></li>
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<li><a href="configs/solo">SOLO (ECCV'2020)</a></li>
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<li><a href="configs/point_rend">PointRend (CVPR'2020)</a></li>
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<li><a href="configs/detectors">DetectoRS (ArXiv'2020)</a></li>
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<li><a href="configs/scnet">SCNet (AAAI'2021)</a></li>
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<li><a href="configs/queryinst">QueryInst (ICCV'2021)</a></li>
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</ul>
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</td>
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<td>
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<ul>
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<li><a href="configs/panoptic_fpn">Panoptic FPN (CVPR'2019)</a></li>
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</ul>
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</td>
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<td>
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</ul>
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<li><b>Contrastive Learning</b></li>
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<ul>
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<ul>
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<li><a href="configs/selfsup_pretrain">SwAV (NeurIPS'2020)</a></li>
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<li><a href="configs/selfsup_pretrain">MoCo (CVPR'2020)</a></li>
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<li><a href="configs/selfsup_pretrain">MoCov2 (ArXiv'2020)</a></li>
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</ul>
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</ul>
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</ul>
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<li><b>Distillation</b></li>
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<ul>
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<ul>
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<li><a href="configs/ld">Localization Distillation (ArXiv'2021)</a></li>
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<li><a href="configs/lad">Label Assignment Distillation (WACV'2022)</a></li>
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</ul>
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</ul>
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</ul>
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</td>
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</tr>
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</td>
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</tr>
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</tbody>
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</table>
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<details open>
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<summary>Supported backbones:</summary>
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- [x] ResNet (CVPR'2016)
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- [x] ResNeXt (CVPR'2017)
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- [x] VGG (ICLR'2015)
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- [x] MobileNetV2 (CVPR'2018)
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- [x] HRNet (CVPR'2019)
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- [x] RegNet (CVPR'2020)
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- [x] Res2Net (TPAMI'2020)
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- [x] ResNeSt (ArXiv'2020)
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- [X] Swin (CVPR'2021)
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- [x] PVT (ICCV'2021)
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- [x] PVTv2 (ArXiv'2021)
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</details>
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<details open>
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<summary>Supported methods:</summary>
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- [x] [RPN (NeurIPS'2015)](configs/rpn)
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- [x] [Fast R-CNN (ICCV'2015)](configs/fast_rcnn)
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- [x] [Faster R-CNN (NeurIPS'2015)](configs/faster_rcnn)
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- [x] [Mask R-CNN (ICCV'2017)](configs/mask_rcnn)
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- [x] [Cascade R-CNN (CVPR'2018)](configs/cascade_rcnn)
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- [x] [Cascade Mask R-CNN (CVPR'2018)](configs/cascade_rcnn)
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- [x] [SSD (ECCV'2016)](configs/ssd)
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- [x] [RetinaNet (ICCV'2017)](configs/retinanet)
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- [x] [GHM (AAAI'2019)](configs/ghm)
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- [x] [Mask Scoring R-CNN (CVPR'2019)](configs/ms_rcnn)
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- [x] [Double-Head R-CNN (CVPR'2020)](configs/double_heads)
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- [x] [Hybrid Task Cascade (CVPR'2019)](configs/htc)
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- [x] [Libra R-CNN (CVPR'2019)](configs/libra_rcnn)
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- [x] [Guided Anchoring (CVPR'2019)](configs/guided_anchoring)
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- [x] [FCOS (ICCV'2019)](configs/fcos)
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- [x] [RepPoints (ICCV'2019)](configs/reppoints)
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- [x] [Foveabox (TIP'2020)](configs/foveabox)
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- [x] [FreeAnchor (NeurIPS'2019)](configs/free_anchor)
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- [x] [NAS-FPN (CVPR'2019)](configs/nas_fpn)
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- [x] [ATSS (CVPR'2020)](configs/atss)
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- [x] [FSAF (CVPR'2019)](configs/fsaf)
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- [x] [PAFPN (CVPR'2018)](configs/pafpn)
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- [x] [Dynamic R-CNN (ECCV'2020)](configs/dynamic_rcnn)
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- [x] [PointRend (CVPR'2020)](configs/point_rend)
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- [x] [CARAFE (ICCV'2019)](configs/carafe/README.md)
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- [x] [DCNv2 (CVPR'2019)](configs/dcn/README.md)
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- [x] [Group Normalization (ECCV'2018)](configs/gn/README.md)
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- [x] [Weight Standardization (ArXiv'2019)](configs/gn+ws/README.md)
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- [x] [OHEM (CVPR'2016)](configs/faster_rcnn/faster_rcnn_r50_fpn_ohem_1x_coco.py)
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- [x] [Soft-NMS (ICCV'2017)](configs/faster_rcnn/faster_rcnn_r50_fpn_soft_nms_1x_coco.py)
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- [x] [Generalized Attention (ICCV'2019)](configs/empirical_attention/README.md)
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- [x] [GCNet (ICCVW'2019)](configs/gcnet/README.md)
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- [x] [Mixed Precision (FP16) Training (ArXiv'2017)](configs/fp16/README.md)
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- [x] [InstaBoost (ICCV'2019)](configs/instaboost/README.md)
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- [x] [GRoIE (ICPR'2020)](configs/groie/README.md)
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- [x] [DetectoRS (ArXiv'2020)](configs/detectors/README.md)
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- [x] [Generalized Focal Loss (NeurIPS'2020)](configs/gfl/README.md)
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- [x] [CornerNet (ECCV'2018)](configs/cornernet/README.md)
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- [x] [Side-Aware Boundary Localization (ECCV'2020)](configs/sabl/README.md)
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- [x] [YOLOv3 (ArXiv'2018)](configs/yolo/README.md)
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- [x] [PAA (ECCV'2020)](configs/paa/README.md)
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- [x] [YOLACT (ICCV'2019)](configs/yolact/README.md)
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- [x] [CentripetalNet (CVPR'2020)](configs/centripetalnet/README.md)
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- [x] [VFNet (ArXiv'2020)](configs/vfnet/README.md)
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- [x] [DETR (ECCV'2020)](configs/detr/README.md)
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- [x] [Deformable DETR (ICLR'2021)](configs/deformable_detr/README.md)
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- [x] [CascadeRPN (NeurIPS'2019)](configs/cascade_rpn/README.md)
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- [x] [SCNet (AAAI'2021)](configs/scnet/README.md)
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- [x] [AutoAssign (ArXiv'2020)](configs/autoassign/README.md)
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- [x] [YOLOF (CVPR'2021)](configs/yolof/README.md)
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- [x] [Seasaw Loss (CVPR'2021)](configs/seesaw_loss/README.md)
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- [x] [CenterNet (CVPR'2019)](configs/centernet/README.md)
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- [x] [YOLOX (ArXiv'2021)](configs/yolox/README.md)
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- [x] [SOLO (ECCV'2020)](configs/solo/README.md)
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- [x] [QueryInst (ICCV'2021)](configs/queryinst/README.md)
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- [x] [TOOD (ICCV'2021)](configs/tood/README.md)
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</details>
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<div align="center">
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<b>Components</b>
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</div>
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<table align="center">
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<tbody>
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<tr align="center" valign="bottom">
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<td>
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<b>Backbones</b>
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</td>
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<td>
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<b>Necks</b>
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</td>
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<td>
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<b>Loss</b>
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</td>
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<td>
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<b>Common</b>
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</td>
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</tr>
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<tr valign="top">
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<td>
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<ul>
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<li>VGG (ICLR'2015)</li>
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<li>ResNet (CVPR'2016)</li>
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<li>ResNeXt (CVPR'2017)</li>
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<li>MobileNetV2 (CVPR'2018)</li>
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<li><a href="configs/hrnet">HRNet (CVPR'2019)</a></li>
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<li><a href="configs/empirical_attention">Generalized Attention (ICCV'2019)</a></li>
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<li><a href="configs/gcnet">GCNet (ICCVW'2019)</a></li>
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<li><a href="configs/res2net">Res2Net (TPAMI'2020)</a></li>
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<li><a href="configs/regnet">RegNet (CVPR'2020)</a></li>
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<li><a href="configs/resnest">ResNeSt (ArXiv'2020)</a></li>
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<li><a href="configs/pvt">PVT (ICCV'2021)</a></li>
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<li><a href="configs/swin">Swin (CVPR'2021)</a></li>
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<li><a href="configs/pvt">PVTv2 (ArXiv'2021)</a></li>
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</ul>
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</td>
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<td>
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<ul>
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<li><a href="configs/pafpn">PAFPN (CVPR'2018)</a></li>
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<li><a href="configs/nas_fpn">NAS-FPN (CVPR'2019)</a></li>
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<li><a href="configs/carafe">CARAFE (ICCV'2019)</a></li>
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<li><a href="configs/fpg">FPG (ArXiv'2020)</a></li>
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<li><a href="configs/groie">GRoIE (ICPR'2020)</a></li>
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</ul>
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</td>
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<td>
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<ul>
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<li><a href="configs/ghm">GHM (AAAI'2019)</a></li>
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<li><a href="configs/gfl">Generalized Focal Loss (NeurIPS'2020)</a></li>
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<li><a href="configs/seesaw_loss">Seasaw Loss (CVPR'2021)</a></li>
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</ul>
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</td>
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<td>
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<ul>
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<li><a href="configs/faster_rcnn/faster_rcnn_r50_fpn_ohem_1x_coco.py">OHEM (CVPR'2016)</a></li>
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<li><a href="configs/gn">Group Normalization (ECCV'2018)</a></li>
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<li><a href="configs/dcn">DCNv2 (CVPR'2019)</a></li>
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<li><a href="configs/gn+ws">Weight Standardization (ArXiv'2019)</a></li>
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<li><a href="configs/pisa">Prime Sample Attention (CVPR'2020)</a></li>
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<li><a href="configs/strong_baselines">Strong Baselines (CVPR'2021)</a></li>
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</ul>
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</td>
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</tr>
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</td>
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</tr>
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</tbody>
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</table>
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Some other methods are also supported in [projects using MMDetection](./docs/en/projects.md).
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