Image Classification on Average of eleven datasets (test)
87.72Average Top-1 AccuracyTPB
Evaluation results
| Method | Links | |
|---|---|---|
| TPBTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 87.72 | |
| TPBTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 87.17 | |
| TPBTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 86.67 | |
| TPBTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 86 | |
| TPBTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 85.65 | |
| TPBTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 85.37 | |
| ProAPOTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 85.36 | |
| ProAPOTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 85.31 | |
| ProAPOTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 85.24 | |
| ProAPOTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 85.23 | |
| ProAPOTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 85 | |
| TPBTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 85 | |
| TPBTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 84.94 | |
| TPBTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 84.6 | |
| TPBTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 84.45 | |
| TPBTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 84.34 | |
| TPBTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 84.26 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=162026.07 | 84.24 | |
| TPBTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 84.02 | |
| TPBTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 83.89 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=82026.07 | 83.84 | |
| ZS-CLIPTarget Model=ViT-G: SigLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=Zero-shot2026.07 | 83.57 | |
| ProAPOTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 83.51 | |
| ProAPOTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 83.5 | |
| ProAPOTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 83.27 | |
| TPBTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 83.25 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=42026.07 | 83.24 | |
| ProAPOTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 83.19 | |
| ProAPOTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 83.18 | |
| TPBTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 83.18 | |
| ProAPOTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 83.11 | |
| TPBTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 83.1 | |
| ProAPOTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 83.1 | |
| ProAPOTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 83.06 | |
| ProAPOTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 83.01 | |
| ProAPOTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 82.96 | |
| ProAPOTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 82.95 | |
| TPBTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 82.87 | |
| TPBTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 82.85 | |
| TPBTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 82.85 | |
| ProAPOTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 82.81 | |
| TPBTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 82.74 | |
| ProAPOTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 82.7 | |
| ProAPOTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 82.65 | |
| TPBTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 82.63 | |
| ProAPOTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 82.5 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=162026.07 | 82.39 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=42026.07 | 82.26 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=82026.07 | 82.25 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=22026.07 | 82.12 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=162026.07 | 82.07 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=12026.07 | 82.07 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=22026.07 | 81.9 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=82026.07 | 81.88 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=12026.07 | 81.73 | |
| TPBTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 81.44 | |
| ZS-CLIPTarget Model=ViT-G: MetaCLIP2, Source Model=OpenAI CLIP, ViT-B/32, Shot=Zero-shot2026.07 | 81.29 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=42026.07 | 81.05 | |
| TPBTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 80.94 | |
| ProAPOTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 80.48 | |
| ProAPOTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 80.45 | |
| ProAPOTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=42026.07 | 80.41 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=22026.07 | 80.35 | |
| ZS-CLIPTarget Model=ViT-G: CLIPA-v2, Source Model=OpenAI CLIP, ViT-B/32, Shot=Zero-shot2026.07 | 80.28 | |
| TPBTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 80.18 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=162026.07 | 80.01 | |
| ProAPOTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=12026.07 | 79.93 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=82026.07 | 79.93 | |
| ProAPOTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=22026.07 | 79.9 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=42026.07 | 79.87 | |
| TPBSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=12026.07 | 79.66 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=12026.07 | 79.59 | |
| ZS-CLIPTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=Zero-shot2026.07 | 79.53 | |
| ProAPOSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=22026.07 | 79.53 | |
| ZS-CLIPSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=02026.07 | 78.75 | |
| ZS-CLIPTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=Zero-shot2026.07 | 77.18 | |
| ZS-CLIPSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=02026.07 | 76.76 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=162026.07 | 75.2 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=162026.07 | 74.16 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=162026.07 | 74.05 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=82026.07 | 73.45 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=162026.07 | 72.73 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=82026.07 | 72.28 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=82026.07 | 71.78 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=42026.07 | 71.65 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=42026.07 | 70.52 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=82026.07 | 70.4 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=42026.07 | 69.45 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=42026.07 | 68.17 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=22026.07 | 68.07 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=22026.07 | 67.02 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=12026.07 | 66.79 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=22026.07 | 65.98 | |
| PromptSRC+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=12026.07 | 65.34 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=22026.07 | 64.63 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-L: OpenCLIP, SigLIP2, DFN, EVA-02-CLIP, CLIPA-v2, Shot=12026.07 | 63.81 | |
| CoOp+EFTSource Model=OpenAI CLIP, ViT-B/32, Target Model=ViT-H: OpenCLIP, DFN, CLIPA-v2, MetaCLIP2, Shot=12026.07 | 62.69 | |
| PEZTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 62.67 | |
| PEZTarget Model=ViT-G: OpenCLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=162026.07 | 61.07 | |
| PEZTarget Model=ViT-E: EVA-02-CLIP, Source Model=OpenAI CLIP, ViT-B/32, Shot=82026.07 | 60.64 |