Classification on SICAP v2 (test)
75.48AccuracyQUILTNET
Evaluation results
| Method | Links | |
|---|---|---|
| QUILTNET%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 75.48 | |
| QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 74.6 | |
| BiomedCLIP%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 74.57 | |
| QUILTNET%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 74.14 | |
| QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 74.14 | |
| PLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 73 | |
| QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 72.48 | |
| QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 72.37 | |
| BiomedCLIP%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 71.61 | |
| QUILTNET%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 69.92 | |
| BiomedCLIP%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 69.43 | |
| PLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 69.23 | |
| CLIP%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 68.74 | |
| QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 68.49 | |
| QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 66.86 | |
| PLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 65.76 | |
| CLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 65.75 | |
| CLIP%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 63.7 | |
| CLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 62.24 | |
| CLIP%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 56.01 | |
| CLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 52.45 |