Classification on SkinCancer (test)
95.09AccuracyTT-MMK
Evaluation results
| Method | Links | |
|---|---|---|
| TT-MMK2025.12 | 95.09 | |
| LSQMM2025.12 | 95.09 | |
| MLRSTM2025.12 | 95 | |
| PLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.39 | |
| PLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.29 | |
| QUILTNET%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.03 | |
| SMM2025.12 | 93 | |
| QUILTNET%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 92.99 | |
| QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 91.2 | |
| QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 91.2 | |
| PLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 91.07 | |
| QUILTNET%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 90.93 | |
| CLIP%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 90.29 | |
| CLIP%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 90.28 | |
| LIBSVM2025.12 | 90.06 | |
| QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 90.03 | |
| QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 89.91 | |
| BiomedCLIP%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 89.23 | |
| BiomedCLIP%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 89.16 | |
| CLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 89.02 | |
| CLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 89 | |
| QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 88.29 | |
| QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 88.06 | |
| BiomedCLIP%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 87.53 | |
| CLIP%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 85.62 | |
| CLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 84.27 |