Image Classification on ImageNet127
75.8AccuracySupervised
Evaluation Results
| Method | Links | |
|---|---|---|
| Supervisedlabeled_ratio=100%, Generation=Gen12021.02 | 75.8 | |
| LoFT-OWBackbone=OpenCLIP, training iterations=100002025.09 | 74.2 | |
| LoFTBackbone=OpenCLIP, training iterations=100002025.09 | 73.9 | |
| CReST+labeled_ratio=10%, Generation=Gen3, baseline=FixMatch2021.02 | 73.7 | |
| LoFTBackbone=CLIP, training iterations=100002025.09 | 73.3 | |
| LoFT-OWBackbone=CLIP, training iterations=100002025.09 | 73.1 | |
| PEFTBackbone=OpenCLIP, training iterations=100002025.09 | 72.5 | |
| PEFTBackbone=CLIP, training iterations=100002025.09 | 71.7 | |
| CReST+labeled_ratio=10%, Generation=Gen2, baseline=FixMatch2021.02 | 70.7 | |
| FixMatch w/ DAlabeled_ratio=10%, t=0.5, Generation=Gen12021.02 | 69.1 | |
| CReST+labeled_ratio=10%, Generation=Gen1, baseline=FixMatch2021.02 | 68.3 | |
| FixMatch+CCLtraining iterations=2500002025.09 | 67.8 | |
| CReSTlabeled_ratio=10%, Generation=Gen3, baseline=FixMatch2021.02 | 67.7 | |
| CReSTlabeled_ratio=10%, Generation=Gen2, baseline=FixMatch2021.02 | 67.6 | |
| FixMatchlabeled_ratio=10%, Generation=Gen12021.02 | 65.8 | |
| CReSTlabeled_ratio=10%, Generation=Gen1, baseline=FixMatch2021.02 | 65.8 | |
| FixMatch+ACR+BEMtraining iterations=2500002025.09 | 63.9 | |
| FixMatch+ACRtraining iterations=2500002025.09 | 63.6 | |
| FixMatch+BEMtraining iterations=2500002025.09 | 58.2 | |
| Supervisedlabeled_ratio=10%, Generation=Gen12021.02 | 46 | |
| FixMatchtraining iterations=2500002025.09 | 42.3 |