Classification on NCT-CRC (test)
95.3AccuracyQUILTNET
Evaluation results
| Method | Links | |
|---|---|---|
| QUILTNET%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 95.3 | |
| QUILTNET%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 95.22 | |
| QUILTNET%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 94.64 | |
| PLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 94.16 | |
| QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.85 | |
| PLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.83 | |
| QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.76 | |
| PLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.75 | |
| QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 93.72 | |
| QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 93.6 | |
| QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 93.55 | |
| QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 93.36 | |
| BiomedCLIP%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 92.97 | |
| BiomedCLIP%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 92.9 | |
| CLIP%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 92.58 | |
| CLIP%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 92.26 | |
| BiomedCLIP%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.06 | 92.14 | |
| CLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 92.02 | |
| CLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 91.83 | |
| CLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 91 | |
| CLIP%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.06 | 90.96 |