Semantic Correspondence on Caltech-101
88LT-ACCHPF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HPFBackbone=ResNet-50, Supervision=keypoints (validation only)2019.08 | 88 | 64 | |
| SF-NetSupervision=weak, Signal=bbox, Backbone=ResNet-1012020.07 | 88 | 67 | |
| HPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-502020.07 | 88 | 64 | |
| HPFBackbone=ResNet-101, Supervision=keypoints (validation only)2019.08 | 87 | 63 | |
| HPFBackbone=ResNet-101-FCN, Supervision=keypoints (validation only)2019.08 | 87 | 63 | |
| HPFBackbone=ResNet-101, Hyperparameter k=1, Supervision=keypoints (validation only, small set)2019.08 | 87 | 63 | |
| HPFBackbone=ResNet-101, Hyperparameter k=2, Supervision=keypoints (validation only, small set)2019.08 | 87 | 63 | |
| HPFBackbone=ResNet-101, Hyperparameter k=3, Supervision=keypoints (validation only, small set)2019.08 | 87 | 63 | |
| HPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-1012020.07 | 87 | 63 | |
| DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, mu=0.4, Inference time=58ms2020.07 | 87 | 62 | |
| NN-CycBackbone=ResNet-1012019.08 | 86 | 62 | |
| DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=56ms2020.07 | 86 | 61 | |
| DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-50, Inference time=30ms2020.07 | 86 | 60 | |
| DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, Inference time=34ms2020.07 | 86 | 61 | |
| WeakalignBackbone=ResNet-101, Supervision=image labels2019.08 | 85 | 63 | |
| NC-NetBackbone=ResNet-101, Supervision=weakly-supervised2019.08 | 85 | 60 | |
| HPFBackbone=ResNet-101, Layer selection=random, Supervision=keypoints (validation only, small set)2019.08 | 85 | 55 | |
| WeakalignSupervision=weak, Signal=bbox, Backbone=ResNet-1012020.07 | 85 | 63 | |
| NC-NetSupervision=weak, Signal=image-level labels, Backbone=ResNet-1012020.07 | 85 | 60 | |
| DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-50, Inference time=31ms2020.07 | 85 | 59 | |
| DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=33ms2020.07 | 85 | 59 | |
| DCTMBackbone=CAT-FCSS2019.08 | 83 | 52 | |
| A2NetBackbone=ResNet-101, Supervision=self-supervised2019.08 | 80 | 57 | |
| A2NetSupervision=self, Signal=synthetic pairs, Backbone=ResNet-1012020.07 | 80 | 57 | |
| CNNGeoBackbone=ResNet-101, Supervision=synthetic warp2019.08 | 79 | 56 | |
| SCNetBackbone=VGG-16, Supervision=keypoints2019.08 | 79 | 51 | |
| CNNGeoSupervision=self, Signal=synthetic pairs, Backbone=ResNet-1012020.07 | 79 | 56 | |
| SCNetSupervision=strong, Signal=src & trg keypoint matches, Backbone=VGG-162020.07 | 79 | 51 | |
| PFHOG2019.08 | 78 | 50 | |
| PFHOGSupervision=none2020.07 | 78 | 50 | |
| Identity mapping2019.08 | 77 | 44 |