Image Classification on ISIC 2019 (test)
44.7Macro F1TiF learner
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TiF learnerBackbone=Diffusion Model (SD 2.0), N (number of shots)=162024.03 | 44.7 | — | — | — | — | |
| TiF learner w/o cBackbone=Diffusion Model (SD 2.0), N (number of shots)=162024.03 | 43.8 | — | — | — | — | |
| Tip-Adapter-FBackbone=OpenCLIP ViT-H/14, N (number of shots)=162024.03 | 40.3 | — | — | — | — | |
| TiF learnerBackbone=Diffusion Model (SD 2.0), N (number of shots)=82024.03 | 37.2 | — | — | — | — | |
| TiF learner w/o cBackbone=Diffusion Model (SD 2.0), N (number of shots)=82024.03 | 36.5 | — | — | — | — | |
| Tip-Adapter-FBackbone=OpenCLIP ViT-H/14, N (number of shots)=82024.03 | 34.4 | — | — | — | — | |
| Tip-AdapterBackbone=OpenCLIP ViT-H/14, N (number of shots)=162024.03 | 33.9 | — | — | — | — | |
| TiF learnerBackbone=Diffusion Model (SD 2.0), N (number of shots)=42024.03 | 33.8 | — | — | — | — | |
| TiF learner w/o cBackbone=Diffusion Model (SD 2.0), N (number of shots)=42024.03 | 33.3 | — | — | — | — | |
| Tip-AdapterBackbone=OpenCLIP ViT-H/14, N (number of shots)=82024.03 | 31.1 | — | — | — | — | |
| TiF learnerBackbone=Diffusion Model (SD 2.0), N (number of shots)=22024.03 | 27.6 | — | — | — | — | |
| MaPLe*Backbone=CLIP ViT-B/16, N (number of shots)=162024.03 | 26.8 | — | — | — | — | |
| Tip-Adapter-FBackbone=OpenCLIP ViT-H/14, N (number of shots)=42024.03 | 26.8 | — | — | — | — | |
| TiF learner w/o cBackbone=Diffusion Model (SD 2.0), N (number of shots)=22024.03 | 26.7 | — | — | — | — | |
| CoOpBackbone=CLIP ViT-B/16, N (number of shots)=162024.03 | 25.8 | — | — | — | — | |
| Tip-AdapterBackbone=OpenCLIP ViT-H/14, N (number of shots)=22024.03 | 25.3 | — | — | — | — | |
| CoOpBackbone=CLIP ViT-B/16, N (number of shots)=82024.03 | 24.2 | — | — | — | — | |
| TiF learnerBackbone=Diffusion Model (SD 2.0), N (number of shots)=12024.03 | 24.1 | — | — | — | — | |
| TiF learner w/o cBackbone=Diffusion Model (SD 2.0), N (number of shots)=12024.03 | 23.9 | — | — | — | — | |
| Tip-AdapterBackbone=OpenCLIP ViT-H/14, N (number of shots)=42024.03 | 23.6 | — | — | — | — | |
| Co-CoOpBackbone=CLIP ViT-B/16, N (number of shots)=162024.03 | 22.8 | — | — | — | — | |
| MaPLe*Backbone=CLIP ViT-B/16, N (number of shots)=82024.03 | 22.6 | — | — | — | — | |
| Tip-AdapterBackbone=OpenCLIP ViT-H/14, N (number of shots)=12024.03 | 22.6 | — | — | — | — | |
| Tip-Adapter-FBackbone=OpenCLIP ViT-H/14, N (number of shots)=22024.03 | 22.3 | — | — | — | — | |
| Co-CoOpBackbone=CLIP ViT-B/16, N (number of shots)=82024.03 | 21.8 | — | — | — | — | |
| Linear-probeBackbone=OpenCLIP ViT-H/14, N (number of shots)=162024.03 | 21.6 | — | — | — | — | |
| Tip-Adapter-FBackbone=OpenCLIP ViT-H/14, N (number of shots)=12024.03 | 21.4 | — | — | — | — | |
| Linear-probeBackbone=OpenCLIP ViT-H/14, N (number of shots)=82024.03 | 20.1 | — | — | — | — | |
| CoOpBackbone=CLIP ViT-B/16, N (number of shots)=42024.03 | 19.6 | — | — | — | — | |
| CoOpBackbone=CLIP ViT-B/16, N (number of shots)=22024.03 | 19.3 | — | — | — | — | |
| MaPLe*Backbone=CLIP ViT-B/16, N (number of shots)=42024.03 | 18 | — | — | — | — | |
| Linear-probeBackbone=OpenCLIP ViT-H/14, N (number of shots)=42024.03 | 17.7 | — | — | — | — | |
| Zero-ShotBackbone=OpenCLIP ViT-H/14, N (number of shots)=02024.03 | 16.9 | — | — | — | — | |
| Co-CoOpBackbone=CLIP ViT-B/16, N (number of shots)=42024.03 | 16.6 | — | — | — | — | |
| MaPLe*Backbone=CLIP ViT-B/16, N (number of shots)=22024.03 | 14.5 | — | — | — | — | |
| Linear-probeBackbone=OpenCLIP ViT-H/14, N (number of shots)=22024.03 | 14.5 | — | — | — | — | |
| Co-CoOpBackbone=CLIP ViT-B/16, N (number of shots)=22024.03 | 13.9 | — | — | — | — | |
| Zero-ShotBackbone=CLIP ViT-B/16, N (number of shots)=02024.03 | 12.5 | — | — | — | — | |
| Linear-probeBackbone=OpenCLIP ViT-H/14, N (number of shots)=12024.03 | 12.4 | — | — | — | — | |
| MaPLe*Backbone=CLIP ViT-B/16, N (number of shots)=12024.03 | 11.8 | — | — | — | — | |
| Zero-ShotBackbone=Diffusion Model (SD 2.0), N (number of shots)=02024.03 | 11.7 | — | — | — | — | |
| Co-CoOpBackbone=CLIP ViT-B/16, N (number of shots)=12024.03 | 11.4 | — | — | — | — | |
| CoOpBackbone=CLIP ViT-B/16, N (number of shots)=12024.03 | 10.8 | — | — | — | — | |
| CLIMBYear=ICLR'22, Backbone=EfficientNet-B02022.06 | — | 49.7 | — | 52.32 | 71.65 | |
| CREFFYear=IJCAI'22, Backbone=EfficientNet-B02022.06 | — | 71.52 | — | 57.83 | 72.92 | |
| FedAvgYear=AISTATS'17, Backbone=EfficientNet-B02022.06 | — | 49.41 | — | 54.31 | 72.5 | |
| FedFocalYear=IJCAI'20, Backbone=EfficientNet-B02022.06 | — | 47.68 | — | 38.29 | 56.99 | |
| FedIICBackbone=EfficientNet-B02022.06 | — | 78.84 | — | 78.05 | 85.71 | |
| FedLCYear=ICML'22, Backbone=EfficientNet-B02022.06 | — | 45.84 | — | 41.89 | 70.33 | |
| FedProcYear=FGCS'23, Backbone=EfficientNet-B02022.06 | — | 31.16 | — | 35.45 | 66.88 | |
| FedProxYear=MLSys'20, Backbone=EfficientNet-B02022.06 | — | 69 | — | 69.46 | 80.5 | |
| FedRSYear=KDD'21, Backbone=EfficientNet-B02022.06 | — | 24.93 | — | 26.01 | 61.39 | |
| MOONYear=CVPR'21, Backbone=EfficientNet-B02022.06 | — | 66.31 | — | 71.27 | 81.38 | |
| PRR-ImbYear=TMI'22, Backbone=EfficientNet-B02022.06 | — | 49.97 | — | 46.52 | 68.18 |