Image-to-image retrieval on CUB 200 2011
59.5R@1OpenCLIP-ViT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OpenCLIP-ViTGallery=Clean, Retrieved=Relevant Doc.2024.12 | 59.5 | 79.5 | 86.2 | 93 | 1 | |
| ImageBindGallery=Clean, Retrieved=Relevant Doc.2024.12 | 59.2 | 77.7 | 84.9 | 92.3 | 1 | |
| OpenCLIP-ViTGallery=Poisoned, Retrieved=Relevant Doc.2024.12 | 56.6 | 77.2 | 84.4 | 92.6 | 1 | |
| ImageBindGallery=Poisoned, Retrieved=Relevant Doc.2024.12 | 55.7 | 75.5 | 83.2 | 91 | 1 | |
| Pinecone Retrieval (Clean)Gallery=Clean, Retrieved=Relevant Doc., Backbone=OpenCLIP-ViT2024.12 | 25.4 | 43 | 52.7 | — | — | |
| Adversarial HubsGallery=Poisoned, Retrieved=Relevant Doc., Backbone=OpenCLIP-ViT2024.12 | 24.5 | 41.9 | 51.8 | — | — | |
| OpenCLIP-RN50Gallery=Clean, Retrieved=Relevant Doc.2024.12 | 22 | 38.7 | 48 | 62.1 | 6 | |
| OpenCLIP-RN50Gallery=Poisoned, Retrieved=Relevant Doc.2024.12 | 20.5 | 36.6 | 46.4 | 60.8 | 6.6 | |
| OpenCLIP-RN50Gallery=Poisoned, Retrieved=Adv. Hub2024.12 | 20 | 45.7 | 59.4 | 77.7 | 4.1 | |
| AudioCLIPGallery=Poisoned, Retrieved=Adv. Hub2024.12 | 13.3 | 31.6 | 44.8 | 66.7 | 6.8 | |
| AudioCLIPGallery=Clean, Retrieved=Relevant Doc.2024.12 | 12.1 | 22.2 | 28.3 | 38.9 | 19 | |
| AudioCLIPGallery=Poisoned, Retrieved=Relevant Doc.2024.12 | 11 | 21.6 | 27.9 | 39.2 | 18 | |
| Adversarial HubsGallery=Poisoned, Retrieved=Adv. Hub, Backbone=OpenCLIP-ViT2024.12 | 7.5 | 21.4 | 31.7 | — | — | |
| ImageBindGallery=Poisoned, Retrieved=Adv. Hub2024.12 | 5.5 | 39.5 | 62.2 | 87.7 | 4.2 | |
| OpenCLIP-ViTGallery=Poisoned, Retrieved=Adv. Hub2024.12 | 4.1 | 34.6 | 61 | 90.7 | 4.7 |