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Motif-Vision-Encoder

Image Feature Extraction

feature-extraction

vision-transformer

self-supervised

Model card Files Files and versions

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 | Model | Training<br>data | DAVIS S<br>J&F ↑ | DAVIS M<br>J&F ↑ | DAVIS L<br>J&F ↑ | ImageNet-1K<br>lin. probe ↑ | ADE20K<br>mIoU ↑ | K400 ↑ |
 |---|---|---|---|---|---|---|---|
-| **Motif Vision Encoder** | 0.5B | **74.0** | **80.5** | **83.5** | 87.4 | <u>52.0</u> | 87.4 |
 | DINOv3 | 1.7B | <u>71.1</u> | <u>79.7</u> | <u>83.3</u> | 88.4 | **55.9** | <u>87.8</u> |
 | Web-DINO | 2B | 57.2 | 65.8 | 69.5 | 85.9 | 42.7 | 86.8 |
 | PEcore | 5.4B | 48.2 | 53.1 | 49.8 | **89.3** | 38.9 | **87.9** |

 | Model | Training<br>data | DAVIS S<br>J&F ↑ | DAVIS M<br>J&F ↑ | DAVIS L<br>J&F ↑ | ImageNet-1K<br>lin. probe ↑ | ADE20K<br>mIoU ↑ | K400 ↑ |
 |---|---|---|---|---|---|---|---|
+| **Motif Vision Encoder** | 0.5B | **73.8** | **80.4** | **83.4** | 87.4 | <u>52.0</u> | 87.4 |
 | DINOv3 | 1.7B | <u>71.1</u> | <u>79.7</u> | <u>83.3</u> | 88.4 | **55.9** | <u>87.8</u> |
 | Web-DINO | 2B | 57.2 | 65.8 | 69.5 | 85.9 | 42.7 | 86.8 |
 | PEcore | 5.4B | 48.2 | 53.1 | 49.8 | **89.3** | 38.9 | **87.9** |