Text-to-Image Retrieval on NUS-WIDE
91.6mAP@50DDSS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DDSSHash Code Length=128 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 91.6 | — | — | — | — | |
| DDSSHash Code Length=64 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 91.2 | — | — | — | — | |
| DDSSHash Code Length=32 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 90.3 | — | — | — | — | |
| UCMFHHash Code Length=128 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 90 | — | — | — | — | |
| UCMFHHash Code Length=64 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 89.9 | — | — | — | — | |
| SpikeHashHash Code Length=128 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 89.1 | — | — | — | — | |
| SpikeHashHash Code Length=64 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 89 | — | — | — | — | |
| UCMFHHash Code Length=32 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 88.2 | — | — | — | — | |
| SpikeHashHash Code Length=32 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 88.2 | — | — | — | — | |
| DDSSHash Code Length=16 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 87.4 | — | — | — | — | |
| SCTHHash Code Length=128 bits2026.05 | 86.2 | — | — | — | — | |
| UDCHHash Code Length=128 bits2026.05 | 85.8 | — | — | — | — | |
| UCMFHHash Code Length=16 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 85.7 | — | — | — | — | |
| SCTHHash Code Length=64 bits2026.05 | 85.7 | — | — | — | — | |
| UDCHHash Code Length=64 bits2026.05 | 85.5 | — | — | — | — | |
| SpikeHashHash Code Length=16 bits, Pre-trained Features=CLIP ViT-B/322026.05 | 85.1 | — | — | — | — | |
| UDCHHash Code Length=32 bits2026.05 | 84.6 | — | — | — | — | |
| UCCHHash Code Length=32 bits2026.05 | 83.9 | — | — | — | — | |
| UCCHHash Code Length=128 bits2026.05 | 83.9 | — | — | — | — | |
| SCTHHash Code Length=32 bits2026.05 | 83.9 | — | — | — | — | |
| UCCHHash Code Length=64 bits2026.05 | 83.3 | — | — | — | — | |
| UDCHHash Code Length=16 bits2026.05 | 83.1 | — | — | — | — | |
| UCCHHash Code Length=16 bits2026.05 | 82.3 | — | — | — | — | |
| CIRHHash Code Length=128 bits2026.05 | 81.7 | — | — | — | — | |
| CIRHHash Code Length=64 bits2026.05 | 81 | — | — | — | — | |
| SCTHHash Code Length=16 bits2026.05 | 81 | — | — | — | — | |
| USFTHHash Code Length=128 bits2026.05 | 80.5 | — | — | — | — | |
| CIRHHash Code Length=32 bits2026.05 | 80.3 | — | — | — | — | |
| AGCHHash Code Length=128 bits2026.05 | 80.2 | — | — | — | — | |
| UDDHHash Code Length=128 bits2026.05 | 80.2 | — | — | — | — | |
| USFTHHash Code Length=64 bits2026.05 | 79.9 | — | — | — | — | |
| AGCHHash Code Length=64 bits2026.05 | 79.8 | — | — | — | — | |
| DJSRHHash Code Length=128 bits2026.05 | 78.9 | — | — | — | — | |
| UDDHHash Code Length=64 bits2026.05 | 78.5 | — | — | — | — | |
| USFTHHash Code Length=32 bits2026.05 | 78.5 | — | — | — | — | |
| AGCHHash Code Length=32 bits2026.05 | 78 | — | — | — | — | |
| SACHHash Code Length=128 bits2026.05 | 77.6 | — | — | — | — | |
| CIRHHash Code Length=16 bits2026.05 | 77.4 | — | — | — | — | |
| DJSRHHash Code Length=64 bits2026.05 | 77.1 | — | — | — | — | |
| SACHHash Code Length=32 bits2026.05 | 77.1 | — | — | — | — | |
| UDDHHash Code Length=32 bits2026.05 | 77.1 | — | — | — | — | |
| USFTHHash Code Length=16 bits2026.05 | 77 | — | — | — | — | |
| AGCHHash Code Length=16 bits2026.05 | 76.9 | — | — | — | — | |
| SACHHash Code Length=64 bits2026.05 | 76.8 | — | — | — | — | |
| DJSRHHash Code Length=32 bits2026.05 | 74.4 | — | — | — | — | |
| SACHHash Code Length=16 bits2026.05 | 74.4 | — | — | — | — | |
| UDCMHHash Code Length=128 bits2026.05 | 71.6 | — | — | — | — | |
| AHLRHash Code Length=64 bits2026.05 | 71.4 | — | — | — | — | |
| DJSRHHash Code Length=16 bits2026.05 | 71.2 | — | — | — | — | |
| AHLRHash Code Length=32 bits2026.05 | 70.4 | — | — | — | — | |
| UDCMHHash Code Length=64 bits2026.05 | 69.5 | — | — | — | — | |
| AHLRHash Code Length=16 bits2026.05 | 69.5 | — | — | — | — | |
| UDCMHHash Code Length=32 bits2026.05 | 65.3 | — | — | — | — | |
| CMFHHash Code Length=128 bits2026.05 | 64.5 | — | — | — | — | |
| UDCMHHash Code Length=16 bits2026.05 | 63.7 | — | — | — | — | |
| CMFHHash Code Length=64 bits2026.05 | 61.4 | — | — | — | — | |
| CMFHHash Code Length=32 bits2026.05 | 57.7 | — | — | — | — | |
| CMFHHash Code Length=16 bits2026.05 | 52.9 | — | — | — | — | |
| DBRCHash Code Length=128 bits2026.05 | 47.3 | — | — | — | — | |
| DBRCHash Code Length=64 bits2026.05 | 46.8 | — | — | — | — | |
| DBRCHash Code Length=32 bits2026.05 | 45.9 | — | — | — | — | |
| DBRCHash Code Length=16 bits2026.05 | 45.5 | — | — | — | — | |
| BiCroNoise=60%2024.05 | — | 27.9 | 52.2 | 64.1 | 288.6 | |
| DECLNoise=20%2024.05 | — | 36.4 | 60.6 | 72 | 340.6 | |
| DECLNoise=40%2024.05 | — | 34.5 | 60 | 69.1 | 326 | |
| GSCNoise=clean2024.05 | — | 39.8 | 66 | 74.5 | 363.1 | |
| GSCNoise=20%2024.05 | — | 38.3 | 63.8 | 73.1 | 351.7 | |
| GSCNoise=40%2024.05 | — | 36.8 | 62.4 | 71.1 | 342.1 | |
| GSCNoise=60%2024.05 | — | 31.1 | 57.8 | 66.3 | 310.3 | |
| NCRNoise=clean2024.05 | — | 38.9 | 65.9 | 74.3 | 361 | |
| SGRNoise=clean2024.05 | — | 37.1 | 64.2 | 73.6 | 354.7 | |
| SGRNoise=20%2024.05 | — | 31.1 | 58.7 | 68.2 | 321.9 | |
| SGRNoise=40%2024.05 | — | 28.4 | 55.9 | 65.5 | 305.8 | |
| SGRNoise=60%2024.05 | — | 25 | 49.3 | 60.3 | 269.6 |