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John-Ge committed Feb 12, 2023
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Expand Up @@ -17,12 +17,11 @@ Our method is to tailor the powerful CLIP for UDA by designing trainable domain-

<div align="center">VisDA-2017</div>

| | Acc(%) | |
|:-------:|:---------:|:--------:|
| | ResNet101 | ViT-B/16 |
|:-------:|:---------:|:--------:|
| CLIP | 84.4 | 88.7 |
| CLIP+FT | 74.5 | 80.5 |
| DAP | 86.9 | 89.8 |
| DAPrompt | 86.9 | 89.8 |



Expand All @@ -32,21 +31,21 @@ Our method is to tailor the powerful CLIP for UDA by designing trainable domain-
|:-----------:|:-------:|:-----:|:-----:|:-----:|:-----:|:-----:|:----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:----:|
| | CLIP | 67.9 | 84.8 | 62.9 | 69.1 | 84.8 | 62.9 | 69.2 | 67.9 | 62.9 | 69.1 | 67.9 | 84.8 | 71.2 |
| ResNet50 | CLIP-FT | 58.9 | 73.5 | 52.5 | 60.2 | 79.5 | 52.9 | 62.9 | 65.7 | 55.7 | 61.9 | 51.8 | 72.9 | 62.4 |
| | DAP | 72.4 | 87.6 | 65.9 | 72.7 | 87.6 | 65.6 | 73.2 | 72.4 | 66.2 | 73.8 | 72.9 | 87.8 | 74.8 |
| | DAPrompt | 72.4 | 87.6 | 65.9 | 72.7 | 87.6 | 65.6 | 73.2 | 72.4 | 66.2 | 73.8 | 72.9 | 87.8 | 74.8 |
| | CLIP | 80.3 | 90.5 | 77.8 | 82.7 | 90.5 | 77.8 | 82.7 | 80.3 | 77.8 | 82.7 | 80.3 | 90.5 | 82.8 |
| Vit-B/16 | CLIP-FT | 72.2 | 84.3 | 71.3 | 79.5 | 84.3 | 67.5 | 80.3 | 76.5 | 75.9 | 80.2 | 70.0 | 83.7 | 77.1 |
| | DAP | 83.3 | 92.4 | 81.1 | 86.4 | 92.1 | 81.0 | 86.7 | 83.3 | 80.8 | 86.8 | 83.5 | 91.9 | 85.8 |
| | DAPrompt | 83.3 | 92.4 | 81.1 | 86.4 | 92.1 | 81.0 | 86.7 | 83.3 | 80.8 | 86.8 | 83.5 | 91.9 | 85.8 |

<div align="center">Office-Home</div>

| Model | Method | A-C | A-P | A-R | C-A | C-P | C-R | P-A | P-C | P-R | R-A | R-C | R-P | Avg |
|:-----------:|:-------:|:-----:|:-----:|:-----:|:-----:|:-----:|:----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:----:|
| | CLIP | 51.6 | 81.9 | 82.6 | 71.9 | 81.9 | 82.6 | 71.9 | 51.6 | 82.6 | 71.9 | 51.6 | 81.9 | 72 |
| ResNet50 | CLIP-FT | 44.9 | 67.4 | 74.5 | 61.4 | 69.1 | 70.4 | 61.0 | 45.4 | 77.6 | 70.5 | 49.0 | 81.4 | 64.4 |
| | DAP | 54.1 | 84.3 | 84.8 | 74.4 | 83.7 | 85 | 74.5 | 54.6 | 84.8 | 75.2 | 54.7 | 83.8 | 74.5 |
| | DAPrompt | 54.1 | 84.3 | 84.8 | 74.4 | 83.7 | 85 | 74.5 | 54.6 | 84.8 | 75.2 | 54.7 | 83.8 | 74.5 |
| | CLIP | 67.8 | 89.0 | 89.8 | 82.9 | 89.0 | 89.8 | 82.9 | 67.8 | 89.8 | 82.9 | 67.8 | 89.0 | 82.4 |
| Vit-B/16 | CLIP-FT | 64.3 | 79.4 | 84.4 | 77.6 | 83.9 | 83.8 | 73.5 | 66.8 | 86.3 | 79.0 | 67.0 | 88.7 | 77.9 |
| | DAP | 70.7 | 91.0 | 90.9 | 85.2 | 91.0 | 91.0 | 85.1 | 70.7 | 90.9 | 85.3 | 70.4 | 91.4 | 84.4 |
| | DAPrompt | 70.7 | 91.0 | 90.9 | 85.2 | 91.0 | 91.0 | 85.1 | 70.7 | 90.9 | 85.3 | 70.4 | 91.4 | 84.4 |

## How to Install

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