Cattle Behaviour Recognition on CattleBehaviours6 (test)
96.1AccuracyCattle-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| Cattle-CLIPArchitecture=Vanilla, Customised Augmentation=true, Model-understandable prompts=true2025.10 | 96.1 | |
| Vanilla + augArchitecture=CLIP with a temporal integration layer, Customised Augmentation=true2025.10 | 95.5 | |
| Vanilla + text promptsArchitecture=CLIP with a temporal integration layer, Model-understandable prompts=true2025.10 | 94.2 | |
| X-CLIP (ViT-B/16)Backbone=ViT-B/162025.10 | 93.9 | |
| VanillaArchitecture=CLIP with a temporal integration layer2025.10 | 93.4 | |
| Video-Swin (base)Backbone=Swin (base)2025.10 | 93.2 | |
| EVL (ViT-B/16)Backbone=ViT-B/162025.10 | 91.1 |