Image Classification on Caltech101 (Base/Novel Accuracy)
99.1Base AccuracyCAPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAPTShots=16-shot2026.03 | 99.1 | 96.34 | 97.7 | |
| MMRL + AmPLe2025.12 | 99 | 94.87 | 96.89 | |
| MMRL2025.03 | 98.97 | 94.5 | 96.68 | |
| MMRL2025.11 | 98.97 | 94.5 | 96.68 | |
| MMRLreproduction=false2025.12 | 98.97 | 94.5 | 96.68 | |
| MMRLreproduction=true2025.12 | 98.97 | 94.5 | 96.68 | |
| VaMP2025.11 | 98.95 | 95.96 | 97.43 | |
| ProVP2025.03 | 98.92 | 94.21 | 96.51 | |
| ProVP2026.03 | 98.92 | 94.21 | 96.51 | |
| PromptKDShots=16-shot2026.03 | 98.91 | 96.65 | 97.77 | |
| TransAgentVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 98.9 | 95.23 | 97.03 | |
| PromptSRC + DPCDPC=true2025.03 | 98.9 | 94.21 | 96.5 | |
| PromptKDDPC=false2025.03 | 98.9 | 96.29 | 97.58 | |
| TAPShots=16-shot2026.03 | 98.9 | 95.5 | 97.17 | |
| SpotlighterShots=16-shot2026.03 | 98.86 | 96.74 | 97.79 | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 98.82 | 96.69 | 97.74 | |
| PromptKD + DPCDPC=true2025.03 | 98.77 | 96.29 | 97.51 | |
| FVG-PTBase Method=MMRL2026.03 | 98.77 | 94.32 | 96.49 | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 98.71 | 94.43 | 96.52 | |
| 2SFS2025.11 | 98.71 | 94.43 | 96.52 | |
| 2SFSShots=16-shot2026.03 | 98.71 | 94.43 | 96.53 | |
| MaPLe + DPCDPC=true2025.03 | 98.64 | 94.5 | 96.53 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 98.6 | 95.97 | 97.27 | |
| CoOp + DPCDPC=true2025.03 | 98.58 | 94.65 | 96.58 | |
| TACShots=16-shot2026.03 | 98.57 | 95.27 | 96.89 | |
| 2SFSVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 98.52 | 96.62 | 97.56 | |
| MMRL2026.03 | 98.52 | 94.43 | 96.43 | |
| SkipT2025.11 | 98.5 | 95.33 | 96.89 | |
| AttriPrompt2025.12 | 98.5 | 95.53 | 96.99 | |
| MMA + AmPLe2025.12 | 98.5 | 95.03 | 96.74 | |
| LwEIBShots=16-shot2026.03 | 98.47 | 95.47 | 96.95 | |
| LwEIBYear=20252026.03 | 98.47 | 95.47 | 96.95 | |
| HeBAYear=Ours2026.03 | 98.41 | 95.48 | 96.92 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 98.4 | 94 | 96.15 | |
| MMA2025.03 | 98.4 | 94 | 96.15 | |
| MMA2025.11 | 98.4 | 94 | 96.15 | |
| MMAreproduction=false2025.12 | 98.4 | 94 | 96.15 | |
| MMAsetting=Base-to-Novel Generalization2025.12 | 98.4 | 94 | 96.15 | |
| RMAdaptersetting=Base-to-Novel Generalization2025.12 | 98.4 | 94.27 | 96.26 | |
| MMA2026.03 | 98.4 | 94 | 96.15 | |
| MMAYear=20242026.03 | 98.4 | 94 | 96.15 | |
| HPTYear=20242026.03 | 98.37 | 94.98 | 96.65 | |
| MaPLe + AmPLe2025.12 | 98.33 | 96.03 | 97.17 | |
| MMAVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 98.3 | 96.6 | 97.44 | |
| EvoPrompt2026.03 | 98.3 | 95 | 96.62 | |
| MaPLeVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 98.27 | 93.23 | 95.68 | |
| ProDA2025.03 | 98.27 | 93.23 | 95.68 | |
| ProDA2025.11 | 98.27 | 93.23 | 95.68 | |
| MMAreproduction=true2025.12 | 98.27 | 94.03 | 96.1 | |
| PromptSRCsetting=Base-to-Novel Generalization2025.12 | 98.27 | 94 | 96.08 | |
| CoPromptsetting=Base-to-Novel Generalization2025.12 | 98.27 | 94.9 | 96.55 | |
| ProDA2026.03 | 98.27 | 93.23 | 95.68 | |
| ProDAYear=20222026.03 | 98.27 | 93.23 | 95.68 | |
| FVG-PTBase Method=KgCoOp2026.03 | 98.26 | 94.76 | 96.48 | |
| TCP2025.03 | 98.23 | 94.67 | 96.42 | |
| TCP2025.11 | 98.23 | 94.67 | 96.42 | |
| TCPsetting=Base-to-Novel Generalization2025.12 | 98.23 | 94.67 | 96.42 | |
| TCP2026.03 | 98.23 | 94.67 | 96.42 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 98.19 | 93.05 | 95.55 | |
| KgCoOp2026.03 | 98.19 | 94.21 | 96.16 | |
| LASP-VYear=20232026.03 | 98.17 | 94.33 | 96.21 | |
| 2SFSBackbone=ViT-B/16, Shots=82025.03 | 98.13 | 94.18 | 96.11 | |
| 2SFSBackbone=ViT-B/16, Shots=42025.03 | 98.13 | 94.21 | 96.13 | |
| 2SFSBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 98.13 | 94.18 | 96.11 | |
| MetaPrompt2025.03 | 98.13 | 94.58 | 96.32 | |
| FVG-PTBase Method=CoOp2026.03 | 98.13 | 94.76 | 96.42 | |
| MetaPrompt2026.03 | 98.13 | 94.58 | 96.32 | |
| LLaMA-Adapter (Zero-init.)Backbone=ViT-B/162023.03 | 98.1 | 94.53 | 96.28 | |
| PromptSRCVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 98.1 | 94.03 | 96.02 | |
| PromptSRC2025.03 | 98.1 | 94.03 | 96.02 | |
| PromptSRC2025.11 | 98.1 | 94.03 | 96.02 | |
| MaPLereproduction=true2025.12 | 98.1 | 94.87 | 96.46 | |
| MaPLesetting=Base-to-Novel Generalization2025.12 | 98.1 | 93.99 | 96.02 | |
| PromptSRC2026.03 | 98.1 | 94.03 | 96.02 | |
| P-SRCYear=20232026.03 | 98.1 | 94.03 | 96.02 | |
| FVG-PTBase Method=PromptSRC2026.03 | 98.06 | 94.65 | 96.32 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 98.02 | 93.89 | 95.91 | |
| CoOpBackbone=ViT-B/162023.03 | 98 | 89.81 | 93.73 | |
| CoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 98 | 89.81 | 93.73 | |
| CoOpBackbone=ViT-B/16, Shots=162025.03 | 98 | 89.81 | 93.73 | |
| CoOp2025.03 | 98 | 89.81 | 93.73 | |
| CoOp2025.11 | 98 | 89.81 | 93.73 | |
| CoOp2025.12 | 98 | 89.81 | 93.73 | |
| CoOpsetting=Base-to-Novel Generalization2025.12 | 98 | 89.81 | 93.73 | |
| CoOpShots=16-shot2026.03 | 98 | 89.81 | 93.73 | |
| PromptSRC2026.03 | 98 | 94.32 | 96.12 | |
| CoOp2026.03 | 98 | 89.81 | 93.73 | |
| CoOpYear=20222026.03 | 98 | 89.81 | 93.73 | |
| MaPLeDPC=false2025.03 | 97.98 | 94.5 | 96.21 | |
| RPOVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 97.97 | 94.37 | 96.03 | |
| RPOYear=20232026.03 | 97.97 | 94.37 | 96.03 | |
| CoCoOpBackbone=ViT-B/162023.03 | 97.96 | 93.81 | 95.84 | |
| CoCoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 97.96 | 93.81 | 95.84 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 97.96 | 93.81 | 95.84 | |
| CoCoOp2025.03 | 97.96 | 93.81 | 95.84 | |
| CoOpOp2025.11 | 97.96 | 93.81 | 95.84 | |
| CoCoOp2025.12 | 97.96 | 93.81 | 95.84 | |
| Co-CoOpsetting=Base-to-Novel Generalization2025.12 | 97.96 | 93.81 | 95.84 | |
| CoCoOp2026.03 | 97.96 | 93.81 | 95.84 | |
| CoOpOpYear=20222026.03 | 97.96 | 93.81 | 95.84 |