Image Retrieval on COCO (R@K and MR)
59R@1VladVA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VladVABackbone=LLAVA-1.5-7B, Zero-shot=true2024.12 | 59 | — | 88.6 | — | |
| LARE (SigLIP 2)ViT=So/16, Zero-shot=true2026.06 | 56.56 | 78.78 | 85.97 | — | |
| SigLIP 2ViT=So/16, Zero-shot=true2026.06 | 56.55 | 78.75 | 85.95 | — | |
| EVA-CLIP-18BZero-shot=true2024.02 | 56.2 | 78.5 | 85.6 | 87.8 | |
| DFN5B-CLIP-H/14+Zero-shot=true2024.02 | 55.6 | 79.2 | 86.3 | 87.2 | |
| EVA-CLIPParameters=18B, Zero-shot=true2024.12 | 55.6 | — | 85.2 | — | |
| LARE (SigLIP)ViT=So/14, Zero-shot=true2026.06 | 54.26 | 76.8 | 84.24 | — | |
| SigLIPViT=So/14, Zero-shot=true2026.06 | 54.24 | 76.78 | 84.21 | — | |
| InternVL-CZero-shot=true2024.02 | 54.1 | 77.1 | 84.8 | 86.6 | |
| DFN5B-CLIP-H/14Zero-shot=true2024.02 | 53.9 | 78 | 85.6 | 86.6 | |
| EVA-CLIP-8BZero-shot=true2024.02 | 53 | 76 | 83.4 | 86.2 | |
| OpenCLIP-G/14+Zero-shot=true2024.02 | 52.6 | 76.1 | 83.6 | 85.7 | |
| EVA-02-CLIP-E/14+Zero-shot=true2024.02 | 52.5 | 75.9 | 83.4 | 85.7 | |
| EVA-CLIPParameters=8B, Zero-shot=true2024.12 | 52 | — | 82.9 | — | |
| VLM2VecBackbone=Mistral-7B, Zero-shot=true2024.12 | 52 | — | 85.6 | — | |
| E5-VBackbone=LLAVA-Next-8B, Zero-shot=true2024.12 | 52 | — | 84.7 | — | |
| FreeRet_{r20}Train Data=-, MLLM=Qwen2.5-VL 7B2025.09 | 52 | 75.2 | 81.8 | — | |
| OpenCLIPBackbone=ViT-BigG/14, Zero-shot=true2024.12 | 51.3 | — | 83 | — | |
| EVA-01-CLIP-g/14+Zero-shot=true2024.02 | 51.1 | 74.7 | 82.5 | 85.3 | |
| EVA-02-CLIPBackbone=ViT-E/14+, Zero-shot=true2024.12 | 51.1 | — | 82.7 | — | |
| BLIP2Backbone=ViT-L, Zero-shot=true2024.12 | 50 | — | 86.1 | — | |
| FreeRet_{r20}Train Data=-, MLLM=Qwen2.5-VL 3B2025.09 | 49.8 | 69.5 | 74 | — | |
| OpenCLIPBackbone=ViT-G/14, Zero-shot=true2024.12 | 48.8 | — | 81.5 | — | |
| BLIPBackbone=ViT-L, Zero-shot=true2024.12 | 48.4 | — | 83.2 | — | |
| E5-VBackbone=LLAVA-1.5-7B, Zero-shot=true2024.12 | 48.2 | — | 82.1 | — | |
| VLM2VecTrain Data=1M, MLLM=Qwen2-VL 7B2025.09 | 47.2 | 72.6 | 81.1 | — | |
| EVA-01-CLIP-g/14Zero-shot=true2024.02 | 44.5 | 69.1 | 77.7 | 80.9 | |
| CLIPBackbone=ViT-L, Zero-shot=true2024.12 | 37 | — | 71.5 | — | |
| CLIPViT=L/14, Zero-shot=true2026.06 | 36.1 | 61.1 | 71.44 | — | |
| LARE (CLIP)ViT=L/14, Zero-shot=true2026.06 | 36.1 | 61.1 | 71.44 | — | |
| LLaVA-1.5-7BZero-shot=true2024.12 | 34.4 | — | 69.6 | — | |
| FreeRet-embedTrain Data=-, MLLM=Qwen2.5-VL 3B2025.09 | 29.8 | 54.4 | 65.4 | — | |
| E5VTrain Data=-, MLLM=Qwen2.5-VL 7B2025.09 | 27 | 50.8 | 61.6 | — | |
| E5VTrain Data=-, MLLM=Qwen2.5-VL 3B2025.09 | 24.2 | 47.3 | 58.4 | — | |
| PTM-STNumber of distilled pairs=10002026.03 | 7 | 21.8 | 32.3 | — | |
| PTM-STPairs=500, Ratio=4.4‰2026.03 | 6.6 | 20.5 | 30.7 | — | |
| PTM-STPairs=200, Ratio=1.7‰2026.03 | 3.9 | 13.7 | 22.2 | — | |
| LoRSPairs=500, Ratio=4.4‰2026.03 | 3.3 | 11.8 | 19.2 | — | |
| EDGENumber of distilled pairs=10002026.03 | 2.8 | 9.8 | 16.2 | — | |
| MTT-VLPairs=500, Ratio=4.4‰2026.03 | 2.5 | 8.9 | 15.8 | — | |
| LoRSNumber of distilled pairs=10002026.03 | 2.5 | 9.9 | 16.6 | — | |
| PTM-STPairs=100, Ratio=0.8‰2026.03 | 2.3 | 9 | 15.6 | — | |
| LoRSPairs=200, Ratio=1.7‰2026.03 | 2.2 | 8.6 | 14.7 | — | |
| EDGEPairs=500, Ratio=4.4‰2026.03 | 1.8 | 6.5 | 11.2 | — | |
| LoRSPairs=100, Ratio=0.8‰2026.03 | 1.7 | 6.9 | 11.9 | — | |
| MTT-VLPairs=200, Ratio=1.7‰2026.03 | 1.7 | 6.5 | 12.3 | — | |
| HERDPairs=500, Ratio=4.4‰2026.03 | 1.7 | 5.3 | 9.9 | — | |
| MTT-VLPairs=100, Ratio=0.8‰2026.03 | 1.3 | 5.4 | 9.5 | — | |
| RANDPairs=500, Ratio=4.4‰2026.03 | 1.1 | 5 | 8.7 | — | |
| K-CENTPairs=500, Ratio=4.4‰2026.03 | 1.1 | 6.3 | 10.5 | — | |
| HERDPairs=200, Ratio=1.7‰2026.03 | 0.9 | 2.4 | 4.1 | — | |
| FORGETPairs=500, Ratio=4.4‰2026.03 | 0.8 | 5.8 | 8.2 | — | |
| K-CENTPairs=200, Ratio=1.7‰2026.03 | 0.7 | 2.1 | 5.8 | — | |
| RANDPairs=200, Ratio=1.7‰2026.03 | 0.6 | 2.3 | 4.4 | — | |
| FORGETPairs=200, Ratio=1.7‰2026.03 | 0.6 | 2.8 | 4.9 | — | |
| HERDPairs=100, Ratio=0.8‰2026.03 | 0.5 | 1.4 | 3.5 | — | |
| K-CENTPairs=100, Ratio=0.8‰2026.03 | 0.4 | 1.4 | 2.5 | — | |
| RANDPairs=100, Ratio=0.8‰2026.03 | 0.3 | 1.3 | 2.7 | — | |
| FORGETPairs=100, Ratio=0.8‰2026.03 | 0.3 | 1.5 | 2.5 | — |