UDP++ (ECCVW 2020 Oral), (Winner of COCO 2020 Keypoint Challenge)

This is the pytorch implementation for UDP++, which won the Fisrt place in COCO Keypoint Challenge at ECCV 2020 Workshop.
Results on MPII val dataset
Method— | Head | Sho. | Elb. | Wri. | Hip | Kne. | Ank. | Mean | Mean 0.1 |
---|---|---|---|---|---|---|---|---|---|
HRNet32 | 97.1 | 95.9 | 90.3 | 86.5 | 89.1 | 87.1 | 83.3 | 90.3 | 37.7 |
+Dark | 97.2 | 95.9 | 91.2 | 86.7 | 89.7 | 86.7 | 84.0 | 90.6 | 42.0 |
+UDP | 97.4 | 96.0 | 91.0 | 86.5 | 89.1 | 86.6 | 83.3 | 90.4 | 42.1 |
Results on COCO val2017 with detector having human AP of 65.1 on COCO val2017 dataset
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Arch | Input size | #Params | GFLOPs | AP | Ap .5 | AP .75 | AP (M) | AP (L) | AR |
---|---|---|---|---|---|---|---|---|---|
pose_resnet_50 | 256×192 | 34.0M | 8.90 | 71.3 | 89.9 | 78.9 | 68.3 | 77.4 | 76.9 |
+UDP | 256×192 | 34.2M | 8.96 | 72.9 | 90.0 | 80.2 | 69.7 | 79.3 |