Semantic Keypoint Transfer on PF-Pascal (test)
75.7PCK @ 0.05DHPF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, mu=0.4, Inference time=58ms2020.07 | 75.7 | — | 90.7 | 95 | 87.8 | |
| DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, Inference time=34ms2020.07 | 72.6 | — | 88.9 | 94.3 | 85.6 | |
| DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-50, Inference time=30ms2020.07 | 70.2 | — | 89.1 | 94 | 85 | |
| HPFBackbone=ResNet-101-FCN, Supervision=keypoints (validation only)2019.08 | 63.5 | — | 88.3 | 95.4 | — | |
| HPFBackbone=ResNet-50, Supervision=keypoints (validation only)2019.08 | 60.5 | — | 83.4 | 92.1 | — | |
| HPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-50, Inference time=34ms2020.07 | 60.5 | — | 83.4 | 92.1 | 76.5 | |
| HPFBackbone=ResNet-101, Supervision=keypoints (validation only)2019.08 | 60.1 | — | 84.8 | 92.7 | — | |
| HPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, Inference time=63ms2020.07 | 60.1 | — | 84.8 | 92.7 | 78.5 | |
| HPFBackbone=ResNet-101, Hyperparameter k=1, Supervision=keypoints (validation only, small set)2019.08 | 59.4 | — | 83.9 | 92.2 | — | |
| HPFBackbone=ResNet-101, Hyperparameter k=3, Supervision=keypoints (validation only, small set)2019.08 | 59.4 | — | 84.5 | 92.7 | — | |
| HPFBackbone=ResNet-101, Hyperparameter k=2, Supervision=keypoints (validation only, small set)2019.08 | 58.3 | — | 84.5 | 92.9 | — | |
| DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=56ms2020.07 | 56.1 | — | 82.1 | 91.1 | 78.5 | |
| DCC-NetSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=>261ms2020.07 | 55.6 | — | 82.3 | 90.5 | — | |
| RTNsBackbone=ResNet-1012019.08 | 55.2 | — | 75.9 | 85.2 | — | |
| RTNSupervision=weak, Signal=bbox, Backbone=ResNet-101, Inference time=376ms2020.07 | 55.2 | — | 75.9 | 85.2 | — | |
| NN-CycBackbone=ResNet-1012019.08 | 55.1 | — | 85.7 | 94.7 | — | |
| DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-50, Inference time=31ms2020.07 | 54.8 | — | 79 | 89.8 | 74.5 | |
| DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=33ms2020.07 | 54.7 | — | 79 | 89.7 | 74.5 | |
| NC-NetBackbone=ResNet-101, Supervision=weakly-supervised2019.08 | 54.3 | — | 78.9 | 86 | — | |
| NC-NetSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=261ms2020.07 | 54.3 | — | 78.9 | 86 | 70 | |
| SF-NetSupervision=weak, Signal=bbox, Backbone=ResNet-101, Inference time=51ms2020.07 | 53.6 | — | 81.9 | 90.6 | 78.7 | |
| WeakalignBackbone=ResNet-101, Supervision=image labels2019.08 | 49 | — | 74.8 | 84 | — | |
| WeakalignSupervision=weak, Signal=bbox, Backbone=ResNet-101, Inference time=41ms2020.07 | 49 | — | 74.8 | 84 | 72 | |
| HPFBackbone=ResNet-101, Layer selection=random, Supervision=keypoints (validation only, small set)2019.08 | 44.5 | — | 74.7 | 87.3 | — | |
| A2NetBackbone=ResNet-101, Supervision=self-supervised2019.08 | 42.8 | — | 70.8 | 83.3 | — | |
| A2NetSupervision=self, Signal=synthetic pairs, Backbone=ResNet-101, Inference time=53ms2020.07 | 42.8 | — | 70.8 | 83.3 | 67 | |
| CNNGeoBackbone=ResNet-101, Supervision=synthetic warp2019.08 | 41 | — | 69.5 | 80.4 | — | |
| CNNGeoSupervision=self, Signal=synthetic pairs, Backbone=ResNet-101, Inference time=40ms2020.07 | 41 | — | 69.5 | 80.4 | 68 | |
| SCNetBackbone=VGG-16, Supervision=keypoints2019.08 | 36.2 | — | 72.2 | 82 | — | |
| SCNetSupervision=strong, Signal=src & trg keypoint matches, Backbone=VGG-16, Inference time=1000ms2020.07 | 36.2 | — | 72.2 | 82 | 48.2 | |
| DCTMBackbone=CAT-FCSS2019.08 | 34.2 | — | 69.6 | 80.2 | — | |
| PFHOG2019.08 | 31.4 | — | 62.5 | 79.5 | — | |
| PFHOGSupervision=none, Inference time=>1000ms2020.07 | 31.4 | — | 62.5 | 79.5 | 45 | |
| UCNBackbone=GoogLeNet2019.08 | 29.9 | — | 55.6 | 74 | — | |
| Identity mapping2019.08 | 12.7 | — | 37 | 60.8 | — | |
| CNNGeo2018.10 | — | 71.9 | — | — | — | |
| HOG+PF-LOM2018.10 | — | 62.5 | — | — | — | |
| NC-Net2018.10 | — | 78.9 | — | — | — | |
| SCNet-AG+2018.10 | — | 72.2 | — | — | — | |
| WeakAlign2018.10 | — | 75.8 | — | — | — |