paper-with-me

Keypoint Detection 벤치마크

Keypoint Detection on COCO (Common Objects in Context)

72개 결과 · ⬇ CSV · JSON

Test AP

62.8 66.75 70.7 74.65 78.6 2016-11 2026-11 Pose-AE — 62.8 (2016-11-16) Pose-AE — 62.8 (2016-11-16) Pose-AE — 62.8 (2016-11-16) AlphaPose — 73.3 (2016-12-01) AlphaPose — 73.3 (2016-12-01) AlphaPose — 73.3 (2016-12-01) CPN+ — 73.0 (2017-11-20) CPN+ — 73.0 (2017-11-20) CPN+ — 73.0 (2017-11-20) PersonLab — 66.5 (2018-03-22) PersonLab — 66.5 (2018-03-22) PersonLab — 66.5 (2018-03-22) PoseFix(384x288) — 76.7 (2018-12-10) PoseFix(384x288) — 76.7 (2018-12-10) PoseFix(384x288) — 76.7 (2018-12-10) MSPN(384x288) — 76.1 (2019-01-01) MSPN(384x288) — 76.1 (2019-01-01) MSPN(384x288) — 76.1 (2019-01-01) HRNet-48(384x288) — 75.5 (2019-02-25) HRNet-48(384x288) — 75.5 (2019-02-25) HRNet-48(384x288) — 75.5 (2019-02-25) PNFS — 70.9 (2019-09-16) PNFS — 70.9 (2019-09-16) PNFS — 70.9 (2019-09-16) DarkPose(384x288) — 76.2 (2019-10-14) DarkPose(384x288) — 76.2 (2019-10-14) DarkPose(384x288) — 76.2 (2019-10-14) 4xRSN-50(384×288) — 78.6 (2020-03-09) 4xRSN-50(384×288) — 78.6 (2020-03-09) 4xRSN-50(384×288) — 78.6 (2020-03-09) EvoPose2D-L(512x384) — 76.8 (2020-11-17) EvoPose2D-L(512x384) — 76.8 (2020-11-17) EvoPose2D-L(512x384) — 76.8 (2020-11-17) TransPose(256x192) — 75.0 (2020-12-28) TransPose(256x192) — 75.0 (2020-12-28) TransPose(256x192) — 75.0 (2020-12-28) MIPNet(384x288) — 75.7 (2021-01-27) MIPNet(384x288) — 75.7 (2021-01-27) MIPNet(384x288) — 75.7 (2021-01-27) Poseur(384x288) — 78.3 (2022-01-19) Poseur(384x288) — 78.3 (2022-01-19) Poseur(384x288) — 78.3 (2022-01-19) AggPose(256x192) — 75.7 (2022-05-11) AggPose(256x192) — 75.7 (2022-05-11) AggPose(256x192) — 75.7 (2022-05-11) Pose-AE — 62.8 (2016-11-16) AlphaPose — 73.3 (2016-12-01) PoseFix(384x288) — 76.7 (2018-12-10) 4xRSN-50(384×288) — 78.6 (2020-03-09)
RankModel Test APValidation APFPS Extra Training Data PaperCodeYear
1 4xRSN-50(384×288) 78.6–– Learning Delicate Local Representations for Multi-Person Pose Estimation open-mmlab/mmpose · chenyilun95/tf-cpn · caiyuanhao1998/RSN · +1 2020
2 Poseur(384x288) 78.379.6– Poseur: Direct Human Pose Regression with Transformers aim-uofa/poseur 2022
3 EvoPose2D-L(512x384) 76.877.5– EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer wmcnally/evopose2d 2020
4 PoseFix(384x288) 76.777.3– PoseFix: Model-agnostic General Human Pose Refinement Network mks0601/PoseFix_RELEASE 2018
5 DarkPose(384x288) 76.2–– Distribution-Aware Coordinate Representation for Human Pose Estimation PaddlePaddle/PaddleDetection · open-mmlab/mmpose · leoxiaobin/deep-high-resolution-net.pytorch · +3 2019
6 MSPN(384x288) 76.1–– Rethinking on Multi-Stage Networks for Human Pose Estimation open-mmlab/mmpose · chenyilun95/tf-cpn · megvii-detection/MSPN · +4 2019
7 AggPose(256x192) 75.776.4– AggPose: Deep Aggregation Vision Transformer for Infant Pose Estimation szar-lab/aggpose 2022
7 MIPNet(384x288) 75.776.3– Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation rawalkhirodkar/MIPNet 2021
9 HRNet-48(384x288) 75.576.3– Deep High-Resolution Representation Learning for Human Pose Estimation open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36 2019
10 TransPose(256x192) 75.075.8– TransPose: Keypoint Localization via Transformer yangsenius/TransPose 2020
11 AlphaPose 73.3–23 ✓ RMPE: Regional Multi-person Pose Estimation MVIG-SJTU/AlphaPose · osmr/imgclsmob · mindspore-ai/models · +11 2016
12 CPN+ 73.0–– Cascaded Pyramid Network for Multi-Person Pose Estimation chenyilun95/tf-cpn · caiyuanhao1998/RSN · megvii-detection/MSPN · +2 2017
13 PNFS 70.9–– Pose Neural Fabrics Search yangsenius/Pose-Neural-Fabrics-Search · yangsenius/PoseNFS 2019
14 PersonLab 66.5–– PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model google-coral/project-posenet · SAtacker/PosenetTflite · jp-sm/jp-sm.github.io 2018
15 Pose-AE 62.8–– Associative Embedding: End-to-End Learning for Joint Detection and Grouping open-mmlab/mmpose · princeton-vl/pose-ae-train · raymon-tian/hourglass-facekeypoints-detection · +2 2016
16 Sapiens-2B –82.2– ✓ Sapiens: Foundation for Human Vision Models facebookresearch/sapiens · ibaiGorordo/Sapiens-Pytorch-Inference 2024
17 Sapiens-1B –82.1– ✓ Sapiens: Foundation for Human Vision Models facebookresearch/sapiens · ibaiGorordo/Sapiens-Pytorch-Inference 2024
18 Sapiens-0.6B –81.2– ✓ Sapiens: Foundation for Human Vision Models facebookresearch/sapiens · ibaiGorordo/Sapiens-Pytorch-Inference 2024
19 Sapiens-0.3B –79.6– ✓ Sapiens: Foundation for Human Vision Models facebookresearch/sapiens · ibaiGorordo/Sapiens-Pytorch-Inference 2024
20 UDP-Pose-PSA(384x288) –79.5– Polarized Self-Attention: Towards High-quality Pixel-wise Regression PaddlePaddle/PaddleSeg · xmu-xiaoma666/External-Attention-pytorch · sithu31296/semantic-segmentation · +3 2021
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