Object Recognition on Caltech101 (Accuracy)
39.2AccuracyUP-DP (gc(.))
Evaluation Results
| Method | Links | |
|---|---|---|
| UP-DP (gc(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 39.2 | |
| Zero-Shot BLIP-2Backbone=BLIP-2, Evaluation Protocol=Zero-shot2023.07 | 37.9 | |
| UP-DP (gc(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 37.6 | |
| RandomBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 37.1 | |
| UP-DP (gc(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 37.1 | |
| UP-DP (g1(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 35.5 | |
| UP-DP (gc(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.07 | 35.3 | |
| UP-DP (f(.))Backbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 35.2 | |
| UP-DP (f(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 33.9 | |
| RandomBackbone=RN50, Evaluation Protocol=Linear probe2023.07 | 33.6 | |
| UP-DP (g1(.))Backbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 33.6 | |
| UP-DP (f(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 33.5 | |
| RandomBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 33.4 | |
| UP-DP (g1(.))Backbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 33.2 | |
| RandomBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 33 | |
| UP-DP (f(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.07 | 32.4 | |
| UP-DP (g1(.))Backbone=RN50, Evaluation Protocol=Linear probe2023.07 | 32.4 | |
| USL-IBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 31.8 | |
| UP-DP (gc(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.07 | 31.2 | |
| USL-MBackbone=ViT-B/32, Evaluation Protocol=Linear probe2023.07 | 31 | |
| USL-IBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 30.2 | |
| USL-MBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 30.1 | |
| UP-DP (f(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.07 | 29.8 | |
| USL-IBackbone=ViT-H/14, Evaluation Protocol=Linear probe2023.07 | 29.8 | |
| USL-MBackbone=ViT-G/14, Evaluation Protocol=Linear probe2023.07 | 29.8 | |
| USL-IBackbone=RN50, Evaluation Protocol=Linear probe2023.07 | 29.7 | |
| UP-DP (g1(.))Backbone=RN101, Evaluation Protocol=Linear probe2023.07 | 29.4 | |
| USL-MBackbone=RN50, Evaluation Protocol=Linear probe2023.07 | 28.6 | |
| RandomBackbone=RN101, Evaluation Protocol=Linear probe2023.07 | 27.4 | |
| USL-IBackbone=RN101, Evaluation Protocol=Linear probe2023.07 | 26.3 | |
| USL-MBackbone=RN101, Evaluation Protocol=Linear probe2023.07 | 25.7 |