Image Classification on Oxford Pets (Base, Novel, HM Metrics)
96.52Base AccuracyManiPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ManiPTProtocol=Base-to-novel generalization2026.02 | 96.52 | 98.15 | 97.33 | |
| SpotlighterShots=16-shot2026.03 | 96.48 | 97.75 | 97.11 | |
| CAPTShots=16-shot2026.03 | 96.44 | 97.71 | 97.07 | |
| LLaMPProtocol=Base-to-novel generalization2026.02 | 96.31 | 97.74 | 97.02 | |
| PromptKDShots=16-shot2026.03 | 96.3 | 98.01 | 97.15 | |
| TACProtocol=Base-to-novel generalization2026.02 | 95.93 | 98.17 | 97.04 | |
| TACShots=16-shot2026.03 | 95.93 | 98.17 | 97.04 | |
| MMRL2025.03 | 95.9 | 97.6 | 96.74 | |
| ProVP2025.03 | 95.87 | 97.65 | 96.75 | |
| TAPProtocol=Base-to-novel generalization2026.02 | 95.8 | 97.73 | 96.76 | |
| TAPShots=16-shot2026.03 | 95.8 | 97.73 | 96.76 | |
| HPTYear=20242026.03 | 95.78 | 97.65 | 96.71 | |
| LASP-VYear=20232026.03 | 95.73 | 97.87 | 96.79 | |
| HeBAYear=Ours2026.03 | 95.71 | 97 | 96.35 | |
| RMAdaptersetting=Base-to-Novel Generalization2025.12 | 95.7 | 98.1 | 96.89 | |
| LwEIBShots=16-shot2026.03 | 95.7 | 97.4 | 96.54 | |
| LwEIBYear=20252026.03 | 95.7 | 97.4 | 96.54 | |
| CoPromptsetting=Base-to-Novel Generalization2025.12 | 95.67 | 98.1 | 96.87 | |
| CoPromptProtocol=Base-to-novel generalization2026.02 | 95.67 | 98.1 | 96.87 | |
| ATPromptShots=162026.07 | 95.61 | 97.04 | 96.32 | |
| ATPromptShots=16-shots2026.07 | 95.61 | 97.04 | 96.32 | |
| MetaPrompt2025.03 | 95.53 | 97 | 96.26 | |
| ProDA2025.03 | 95.43 | 97.83 | 96.62 | |
| MaPLe2025.03 | 95.43 | 97.76 | 96.58 | |
| MaPLesetting=Base-to-Novel Generalization2025.12 | 95.43 | 97.76 | 96.58 | |
| MaPLeProtocol=Base-to-novel generalization2026.02 | 95.43 | 97.76 | 96.58 | |
| MaPLeShots=16-shot2026.03 | 95.43 | 97.76 | 96.58 | |
| ProDAYear=20222026.03 | 95.43 | 97.83 | 96.62 | |
| MaPLeYear=20232026.03 | 95.43 | 97.76 | 96.58 | |
| MMA2025.03 | 95.4 | 98.07 | 96.72 | |
| MMAsetting=Base-to-Novel Generalization2025.12 | 95.4 | 98.07 | 96.72 | |
| MMAYear=20242026.03 | 95.4 | 98.07 | 96.72 | |
| PromptSRCsetting=Base-to-Novel Generalization2025.12 | 95.37 | 98.1 | 96.72 | |
| PromptSRC2025.03 | 95.33 | 97.3 | 96.3 | |
| PromptSRCProtocol=Base-to-novel generalization2026.02 | 95.33 | 97.3 | 96.3 | |
| P-SRCYear=20232026.03 | 95.33 | 97.3 | 96.3 | |
| 2SFSShots=16-shot2026.03 | 95.32 | 97.82 | 96.55 | |
| CoCoOp2025.03 | 95.2 | 97.69 | 96.43 | |
| Co-CoOpsetting=Base-to-Novel Generalization2025.12 | 95.2 | 97.69 | 96.43 | |
| CoCoOpProtocol=Base-to-novel generalization2026.02 | 95.2 | 97.69 | 96.43 | |
| CoOpOpYear=20222026.03 | 95.2 | 97.69 | 96.43 | |
| CoCoOpShots=162026.07 | 95.2 | 97.69 | 96.43 | |
| CoCoOpShots=16-shots2026.07 | 95.2 | 97.69 | 96.43 | |
| 2SFSBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 94.95 | 97.8 | 96.35 | |
| ProTextShots=162026.07 | 94.95 | 98 | 96.45 | |
| ProTextShots=16-shots2026.07 | 94.95 | 98 | 96.45 | |
| MMABackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 94.9 | 97.5 | 96.18 | |
| SCPTShots=162026.07 | 94.76 | 97.87 | 96.29 | |
| SCPTShots=16-shots2026.07 | 94.76 | 97.87 | 96.29 | |
| TCP2025.03 | 94.67 | 97.2 | 95.92 | |
| TCPsetting=Base-to-Novel Generalization2025.12 | 94.67 | 97.2 | 95.92 | |
| TCPShots=162026.07 | 94.67 | 97.2 | 95.92 | |
| TCPShots=16-shots2026.07 | 94.67 | 97.2 | 95.92 | |
| KgCoOp2025.03 | 94.65 | 97.76 | 96.18 | |
| KgCoOpsetting=Base-to-Novel Generalization2025.12 | 94.65 | 97.76 | 96.18 | |
| KgCoOpYear=20232026.03 | 94.65 | 97.76 | 96.18 | |
| KgCoOpShots=162026.07 | 94.65 | 97.76 | 96.18 | |
| KgCoOpShots=16-shots2026.07 | 94.65 | 97.76 | 96.18 | |
| RPOYear=20232026.03 | 94.63 | 97.5 | 96.05 | |
| CoOpShots=162026.07 | 94.24 | 96.66 | 95.43 | |
| CoOpShots=16-shots2026.07 | 94.24 | 96.66 | 95.43 | |
| CoOp2025.03 | 93.67 | 95.29 | 94.47 | |
| CoOpsetting=Base-to-Novel Generalization2025.12 | 93.67 | 95.29 | 94.47 | |
| CoOpProtocol=Base-to-novel generalization2026.02 | 93.67 | 95.29 | 94.47 | |
| CoOpShots=16-shot2026.03 | 93.67 | 95.29 | 94.47 | |
| CoOpYear=20222026.03 | 93.67 | 95.29 | 94.47 | |
| MMABackbone=ViT-B/32, Shots=82025.03 | 93.57 | 95.57 | 94.56 | |
| 2SFSBackbone=ViT-B/32, Shots=82025.03 | 92.79 | 95.58 | 94.16 | |
| CLIPBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 91.17 | 97.26 | 94.12 | |
| CLIPzero-shot=true2025.03 | 91.17 | 97.26 | 94.12 | |
| CLIPsetting=Base-to-Novel Generalization2025.12 | 91.17 | 97.26 | 94.12 | |
| CLIPProtocol=Zero-shot2026.02 | 91.17 | 97.26 | 94.12 | |
| CLIPYear=20212026.03 | 91.17 | 97.26 | 94.12 | |
| CLIPShots=162026.07 | 91.17 | 97.26 | 94.12 | |
| CLIPShots=16-shots2026.07 | 91.17 | 97.26 | 94.12 | |
| CLIPBackbone=ViT-B/32, Shots=82025.03 | 90.64 | 96.87 | 93.65 |