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Pose Estimation 벤치마크

Pose Estimation on COCO val2017

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AP

70.4 72.33 74.25 76.17 78.1 2018-04 2026-11 SimpleBaseLine (256x192) — 70.4 (2018-04-17) SimpleBaseLine (256x192) — 70.4 (2018-04-17) SimpleBaseLine (256x192) — 70.4 (2018-04-17) HRNet (256x192) — 75.3 (2019-02-25) HRNet (256x192) — 75.3 (2019-02-25) HRNet (256x192) — 75.3 (2019-02-25) Bias (HRNet_256x192) — 75.8 (2021-01-01) Bias (HRNet_256x192) — 75.8 (2021-01-01) Bias (HRNet_256x192) — 75.8 (2021-01-01) RLE (256x192) — 71.3 (2021-07-23) RLE (256x192) — 71.3 (2021-07-23) RLE (256x192) — 71.3 (2021-07-23) ViTPose-B (Single-task_GT-bbox_256x192) — 77.3 (2022-04-26) ViTPose-B (Single-task_Det-bbox_256x192) — 75.8 (2022-04-26) ViTPose-B (Single-task_GT-bbox_256x192) — 77.3 (2022-04-26) ViTPose-B (Single-task_Det-bbox_256x192) — 75.8 (2022-04-26) ViTPose-B (Single-task_GT-bbox_256x192) — 77.3 (2022-04-26) ViTPose-B (Single-task_Det-bbox_256x192) — 75.8 (2022-04-26) MogaNet-B (384x288) — 77.3 (2022-11-07) MogaNet-S (384x288) — 76.4 (2022-11-07) MogaNet-S (256x192) — 74.9 (2022-11-07) MogaNet-T (256x192) — 73.2 (2022-11-07) MogaNet-B (384x288) — 77.3 (2022-11-07) MogaNet-S (384x288) — 76.4 (2022-11-07) MogaNet-S (256x192) — 74.9 (2022-11-07) MogaNet-T (256x192) — 73.2 (2022-11-07) MogaNet-B (384x288) — 77.3 (2022-11-07) MogaNet-S (384x288) — 76.4 (2022-11-07) MogaNet-S (256x192) — 74.9 (2022-11-07) MogaNet-T (256x192) — 73.2 (2022-11-07) CCNet (ViTPose-B_GT-bbox_256x192) — 78.1 (2023-11-28) CCNet (ViTPose-B_GT-bbox_256x192) — 78.1 (2023-11-28) CCNet (ViTPose-B_GT-bbox_256x192) — 78.1 (2023-11-28) SimpleBaseLine (256x192) — 70.4 (2018-04-17) HRNet (256x192) — 75.3 (2019-02-25) Bias (HRNet_256x192) — 75.8 (2021-01-01) ViTPose-B (Single-task_GT-bbox_256x192) — 77.3 (2022-04-26) CCNet (ViTPose-B_GT-bbox_256x192) — 78.1 (2023-11-28)
RankModel APARAP50AP75 PaperCodeYear
1 CCNet (ViTPose-B_GT-bbox_256x192) 78.180.493.785.0 On the Calibration of Human Pose Estimation 2023
2 MogaNet-B (384x288) 77.382.291.484 MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
2 ViTPose-B (Single-task_GT-bbox_256x192) 77.380.493.584.5 ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation huggingface/transformers · vitae-transformer/vitpose · vitae-transformer/qformer · +3 2022
4 MogaNet-S (384x288) 76.481.49183.3 MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
5 ViTPose-B (Single-task_Det-bbox_256x192) 75.881.190.783.2 ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation huggingface/transformers · vitae-transformer/vitpose · vitae-transformer/qformer · +3 2022
5 Bias (HRNet_256x192) 75.8--- Removing the Bias of Integral Pose Regression 2021
7 HRNet (256x192) 75.3--- Deep High-Resolution Representation Learning for Human Pose Estimation open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36 2019
8 MogaNet-S (256x192) 74.980.1–– MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
9 MogaNet-T (256x192) 73.278.890.181 MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
10 RLE (256x192) 71.3-88.978.3 Human Pose Regression with Residual Log-likelihood Estimation open-mmlab/mmpose · Jeff-sjtu/res-loglikelihood-regression · sithu31296/pose-estimation · +1 2021
11 SimpleBaseLine (256x192) 70.4--- Simple Baselines for Human Pose Estimation and Tracking PaddlePaddle/PaddleDetection · open-mmlab/mmpose · osmr/imgclsmob · +24 2018
12 CCNet (ViTPose-B_GT-bbox_256x192) 78.180.493.785.0 On the Calibration of Human Pose Estimation 2023
13 MogaNet-B (384x288) 77.382.291.484 MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
13 ViTPose-B (Single-task_GT-bbox_256x192) 77.380.493.584.5 ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation huggingface/transformers · vitae-transformer/vitpose · vitae-transformer/qformer · +3 2022
15 MogaNet-S (384x288) 76.481.49183.3 MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
16 ViTPose-B (Single-task_Det-bbox_256x192) 75.881.190.783.2 ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation huggingface/transformers · vitae-transformer/vitpose · vitae-transformer/qformer · +3 2022
16 Bias (HRNet_256x192) 75.8--- Removing the Bias of Integral Pose Regression 2021
18 HRNet (256x192) 75.3--- Deep High-Resolution Representation Learning for Human Pose Estimation open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36 2019
19 MogaNet-S (256x192) 74.980.1–– MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
20 MogaNet-T (256x192) 73.278.890.181 MogaNet: Multi-order Gated Aggregation Network chengtan9907/OpenSTL · chengtan9907/simvpv2 · Westlake-AI/openmixup · +4 2022
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