Biomedical Image Classification on 11 Biomedical Datasets Average (test)
77.62Accuracy (Avg)BioVLM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BioVLMK (number of shots)=162026.04 | 77.62 | — | — | — | — | — | — | |
| PromptSRCEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 73.25 | — | — | — | — | — | — | |
| BioVLMK (number of shots)=82026.04 | 72.86 | — | — | — | — | — | — | |
| BioMedCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 72.42 | — | — | — | — | — | — | |
| TCPEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 71.8 | — | — | — | — | — | — | |
| Tip-Adapter-FEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=162026.04 | 70.91 | — | — | — | — | — | — | |
| TCPEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 70.57 | — | — | — | — | — | — | |
| MaPLeEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 70.48 | — | — | — | — | — | — | |
| CoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 69.62 | — | — | — | — | — | — | |
| Standard LPEvaluation protocol=Linear Probing Methods, K (number of shots)=162026.04 | 69.4 | — | — | — | — | — | — | |
| MaPLeEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 69.29 | — | — | — | — | — | — | |
| PromptSRCEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 68.36 | — | — | — | — | — | — | |
| LP++Evaluation protocol=Linear Probing Methods, K (number of shots)=162026.04 | 68.35 | — | — | — | — | — | — | |
| BioMedCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 68.32 | — | — | — | — | — | — | |
| Tip-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=162026.04 | 67.15 | — | — | — | — | — | — | |
| ProGradEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 67.13 | — | — | — | — | — | — | |
| BioVLMK (number of shots)=42026.04 | 66.5 | — | — | — | — | — | — | |
| Tip-Adapter-FEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=82026.04 | 65.91 | — | — | — | — | — | — | |
| Standard LPEvaluation protocol=Linear Probing Methods, K (number of shots)=82026.04 | 65.85 | — | — | — | — | — | — | |
| CoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 65.84 | — | — | — | — | — | — | |
| ProGradEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 65.61 | — | — | — | — | — | — | |
| CoCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 65.09 | — | — | — | — | — | — | |
| TCPEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 64.35 | — | — | — | — | — | — | |
| MaPLeEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 64.1 | — | — | — | — | — | — | |
| BioMedCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 63.95 | — | — | — | — | — | — | |
| LP++Evaluation protocol=Linear Probing Methods, K (number of shots)=82026.04 | 63.69 | — | — | — | — | — | — | |
| PromptSRCEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 63.27 | — | — | — | — | — | — | |
| KgCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=162026.04 | 62.84 | — | — | — | — | — | — | |
| BioVLMK (number of shots)=22026.04 | 62.34 | — | — | — | — | — | — | |
| KgCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 62.08 | — | — | — | — | — | — | |
| Tip-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=82026.04 | 61.98 | — | — | — | — | — | — | |
| Tip-Adapter-FEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=42026.04 | 61.23 | — | — | — | — | — | — | |
| CoCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=82026.04 | 61.08 | — | — | — | — | — | — | |
| Standard LPEvaluation protocol=Linear Probing Methods, K (number of shots)=42026.04 | 61 | — | — | — | — | — | — | |
| ProGradEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 60.42 | — | — | — | — | — | — | |
| TCPEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 60.06 | — | — | — | — | — | — | |
| BioVLMK (number of shots)=12026.04 | 59.91 | — | — | — | — | — | — | |
| CoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 59.75 | — | — | — | — | — | — | |
| PromptSRCEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 59.73 | — | — | — | — | — | — | |
| BioMedCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 59.13 | — | — | — | — | — | — | |
| LP++Evaluation protocol=Linear Probing Methods, K (number of shots)=42026.04 | 59.02 | — | — | — | — | — | — | |
| KgCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 57.82 | — | — | — | — | — | — | |
| PromptSRCEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 57.54 | — | — | — | — | — | — | |
| Tip-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=42026.04 | 57.33 | — | — | — | — | — | — | |
| BioMedCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 57.03 | — | — | — | — | — | — | |
| MaPLeEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 56.17 | — | — | — | — | — | — | |
| TCPEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 55.68 | — | — | — | — | — | — | |
| ProGradEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 54.71 | — | — | — | — | — | — | |
| CoCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=42026.04 | 54.69 | — | — | — | — | — | — | |
| Standard LPEvaluation protocol=Linear Probing Methods, K (number of shots)=22026.04 | 54.21 | — | — | — | — | — | — | |
| CoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 54.18 | — | — | — | — | — | — | |
| BioMedCLIP + Selective EnsembleEvaluation protocol=Zero-shot Methods2026.04 | 53.72 | — | — | — | — | — | — | |
| LP++Evaluation protocol=Linear Probing Methods, K (number of shots)=22026.04 | 53.18 | — | — | — | — | — | — | |
| KgCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 53.18 | — | — | — | — | — | — | |
| Tip-Adapter-FEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=22026.04 | 52.74 | — | — | — | — | — | — | |
| Tip-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=22026.04 | 52.36 | — | — | — | — | — | — | |
| MaPLeEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 52.3 | — | — | — | — | — | — | |
| BioMedCLIP + EnsembleEvaluation protocol=Zero-shot Methods2026.04 | 52.27 | — | — | — | — | — | — | |
| ProGradEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 51.88 | — | — | — | — | — | — | |
| CoCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=22026.04 | 51.28 | — | — | — | — | — | — | |
| Tip-Adapter-FEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=12026.04 | 51.17 | — | — | — | — | — | — | |
| KgCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 50.85 | — | — | — | — | — | — | |
| CoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 50.16 | — | — | — | — | — | — | |
| Tip-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=12026.04 | 49.19 | — | — | — | — | — | — | |
| CoCoOpEvaluation protocol=Prompt Learning Methods, K (number of shots)=12026.04 | 48.49 | — | — | — | — | — | — | |
| Standard LPEvaluation protocol=Linear Probing Methods, K (number of shots)=12026.04 | 47.25 | — | — | — | — | — | — | |
| LP++Evaluation protocol=Linear Probing Methods, K (number of shots)=12026.04 | 47.24 | — | — | — | — | — | — | |
| CLIP-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=162026.04 | 46.69 | — | — | — | — | — | — | |
| CLIP-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=82026.04 | 45.42 | — | — | — | — | — | — | |
| CLIP-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=12026.04 | 44.66 | — | — | — | — | — | — | |
| CLIP-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=42026.04 | 44.36 | — | — | — | — | — | — | |
| CLIP-AdapterEvaluation protocol=CLIP-based Adapter Methods, K (number of shots)=22026.04 | 43.91 | — | — | — | — | — | — | |
| BioMedCLIPEvaluation protocol=Zero-shot Methods2026.04 | 42.05 | — | — | — | — | — | — | |
| BiomedCLIPEvaluation Protocol=Zero-shot, Backbone=BiomedCLIP2024.11 | — | 42.05 | — | — | — | — | — | |
| BiomedCLIP + EnsembleEvaluation Protocol=Zero-shot, Backbone=BiomedCLIP, Ensembling=LLM prompts2024.11 | — | 52.27 | — | — | — | — | — | |
| BiomedCLIP + Selective EnsembleEvaluation Protocol=Zero-shot, Backbone=BiomedCLIP, Ensembling=Selective LLM prompts2024.11 | — | 53.72 | — | — | — | — | — | |
| BiomedCoOpEvaluation Protocol=Prompt Learning, Backbone=BiomedCLIP2024.11 | — | — | 57.03 | 59.13 | 63.95 | 68.32 | 72.42 | |
| BiomedCoOpYear=2025, Backbone=ViT-B/162026.04 | — | — | 56.87 | 59.32 | 64.34 | 68.96 | 73.41 | |
| CLIP-AdapterEvaluation Protocol=CLIP-based Adapter, Backbone=BiomedCLIP2024.11 | — | — | 44.66 | 43.91 | 44.36 | 45.42 | 46.69 | |
| CLIP-AdapterYear=2023, Backbone=ViT-B/162026.04 | — | — | 45.53 | 44.7 | 45.3 | 46.54 | 48.46 | |
| CLIP-LoRAYear=2024, Backbone=ViT-B/162026.04 | — | — | 48.31 | 57.63 | 62.31 | 68.16 | 70.31 | |
| CoCoOpEvaluation Protocol=Prompt Learning, Backbone=BiomedCLIP2024.11 | — | — | 48.49 | 51.28 | 54.69 | 61.08 | 65.09 | |
| CoCoOpYear=2022, Backbone=ViT-B/162026.04 | — | — | 50.88 | 53.91 | 57.63 | 63.15 | 67.51 | |
| CoOpEvaluation Protocol=Prompt Learning, Backbone=BiomedCLIP2024.11 | — | — | 50.16 | 54.18 | 59.75 | 65.84 | 69.62 | |
| CoOpYear=2022, Backbone=ViT-B/162026.04 | — | — | 52.59 | 55.71 | 61.35 | 67.74 | 71.48 | |
| DCPLYear=2024, Backbone=ViT-B/162026.04 | — | — | 49.65 | 58.65 | 62.62 | 68.65 | 70.79 | |
| GDAYear=2024, Backbone=ViT-B/162026.04 | — | — | 49.56 | 58.39 | 63.41 | 70.6 | 72.86 | |
| KgCoOpEvaluation Protocol=Prompt Learning, Backbone=BiomedCLIP2024.11 | — | — | 50.85 | 53.18 | 57.82 | 62.08 | 62.84 | |
| KgCoOpYear=2023, Backbone=ViT-B/162026.04 | — | — | 54.31 | 55.79 | 60.92 | 66 | 67.71 | |
| Linear ProbingYear=2021, Backbone=ViT-B/162026.04 | — | — | 48.91 | 55.82 | 62.12 | 67.33 | 70.81 | |
| LP++Evaluation Protocol=Linear Probing, Backbone=BiomedCLIP2024.11 | — | — | 47.24 | 53.18 | 59.02 | 63.69 | 68.35 | |
| LP++Year=2024, Backbone=ViT-B/162026.04 | — | — | 49.27 | 55.88 | 61.3 | 65.48 | 70.09 | |
| MaPLeYear=2023, Backbone=ViT-B/162026.04 | — | — | 37.99 | 40.89 | 44.09 | 47.37 | 52.93 | |
| MVSLYear=2025, Backbone=ViT-B/162026.04 | — | — | 58.41 | 62.17 | 68.08 | 73.1 | 77.13 | |
| ProGradEvaluation Protocol=Prompt Learning, Backbone=BiomedCLIP2024.11 | — | — | 51.88 | 54.71 | 60.42 | 65.61 | 67.13 | |
| ProGradYear=2023, Backbone=ViT-B/162026.04 | — | — | 53.67 | 56.42 | 62.1 | 67.06 | 69.21 | |
| ProKeRYear=2025, Backbone=ViT-B/162026.04 | — | — | 49.4 | 58.84 | 63.72 | 70.98 | 71.86 | |
| PromptSRCYear=2023, Backbone=ViT-B/162026.04 | — | — | 50.72 | 52.24 | 56.46 | 60.52 | 63.22 | |
| Standard LPEvaluation Protocol=Linear Probing, Backbone=BiomedCLIP2024.11 | — | — | 47.25 | 54.21 | 61 | 65.85 | 69.4 | |
| Tip-AdapterEvaluation Protocol=CLIP-based Adapter, Backbone=BiomedCLIP2024.11 | — | — | 49.19 | 52.36 | 57.33 | 61.98 | 67.15 |