Image-to-Text Retrieval on MS-COCO 1K (test)
82R@1VSE∞
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VSE∞Backbone=ViT-B/322023.09 | 82 | 97.2 | 98.9 | — | |
| PCME++Backbone=ViT-B/322023.09 | 81.6 | 97.2 | 99 | — | |
| CRCLGlobal-level method=false2023.10 | 80.7 | 96.5 | 98.6 | 528.2 | |
| NAAFBackbone=ResNet-1012023.09 | 80.5 | 96.5 | 98.8 | — | |
| RCLGlobal-level method=false2023.10 | 80.4 | 96.4 | 98.7 | 526.6 | |
| PAUBackbone=ViT-B/322023.09 | 80.4 | 96.2 | 98.5 | — | |
| CCR&CCSGlobal-level method=false2023.10 | 80.2 | 96.8 | 98.7 | 526.4 | |
| DAABackbone=ResNet-1012023.09 | 80.2 | 96.4 | 98.8 | — | |
| PCMEBackbone=ViT-B/322023.09 | 80.1 | 96.6 | 98.7 | — | |
| Baseline (CLIP)Backbone=ViT-B/322023.09 | 80.1 | 95.7 | 98.2 | — | |
| SGRAFGlobal-level method=false2023.10 | 79.6 | 96.2 | 98.5 | 524.3 | |
| CRCLNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 79.6 | 96.1 | 98.7 | 525.6 | |
| SGRAFBackbone=ResNet-1012023.09 | 79.6 | 96.2 | 98.5 | — | |
| DECLGlobal-level method=false2023.10 | 79.1 | 96.3 | 98.7 | 523.1 | |
| RCLNoise=20%2023.12 | 78.9 | 96 | 98.4 | 521.4 | |
| NAAFGlobal-level method=false2023.10 | 78.9 | 96 | 98.7 | 524.6 | |
| BiCroNoise=20%, additional priors=true2023.12 | 78.8 | 96.1 | 98.6 | 523.2 | |
| BiCroNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 78.8 | 96.1 | 98.6 | 523.2 | |
| MV-VSEGlobal-level method=true2023.10 | 78.7 | 95.7 | 98.7 | 521.9 | |
| NCRGlobal-level method=false2023.10 | 78.7 | 95.8 | 98.5 | 522.5 | |
| CMCANGlobal-level method=false2023.10 | 78.6 | 96.5 | 98.9 | 524.8 | |
| SREMNoise=20%2023.12 | 78.5 | 96.8 | 98.8 | 524.1 | |
| VSE∞Global-level method=true2023.10 | 78.5 | 96 | 98.7 | 520.8 | |
| GSMNGlobal-level method=false2023.10 | 78.4 | 96.4 | 98.6 | 522.5 | |
| BiCroGlobal-level method=false2023.10 | 78.3 | 95.8 | 98.5 | 521 | |
| CRCLNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 78.2 | 95.7 | 98.3 | 521.5 | |
| MSCNNoise Rate=20%2023.04 | 78.1 | 97.2 | 98.8 | — | |
| MSCNNoise=20%, additional priors=true2023.12 | 78.1 | 97.2 | 98.8 | 524.6 | |
| MSCNNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 78.1 | 97.2 | 98.8 | 524.6 | |
| UARDAGlobal-level method=false2023.10 | 77.8 | 95 | 97.6 | 500.3 | |
| NCRNoise Rate=20%2023.04 | 77.7 | 95.5 | 98.2 | — | |
| MSCNNoise Rate=50%2023.04 | 77.5 | 96.2 | 98.7 | — | |
| DECLNoise=20%2023.12 | 77.5 | 95.9 | 98.4 | 518.2 | |
| SREMNoise=40%2023.12 | 77.2 | 96 | 98.5 | 518.4 | |
| MSCNNoise=40%, additional priors=true2023.12 | 77.1 | 95.7 | 98.4 | 515.7 | |
| DECLNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 77.1 | 95.9 | 98.4 | 517.3 | |
| DECLNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 77.1 | 95.7 | 98.3 | 517.1 | |
| BiCroNoise=40%, additional priors=true2023.12 | 77 | 95.9 | 98.3 | 517.1 | |
| RCLNoise=40%2023.12 | 77 | 95.5 | 98.3 | 515.3 | |
| NCRNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 77 | 95.6 | 98.1 | 516.6 | |
| BiCroNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 77 | 95.9 | 98.3 | 517.1 | |
| CGMNGlobal-level method=false2023.10 | 76.8 | 95.4 | 98.3 | 520.7 | |
| IMRAMGlobal-level method=false2023.10 | 76.7 | 95.6 | 98.5 | 516.6 | |
| NCRNoise=20%2023.12 | 76.6 | 95.6 | 98.2 | 515 | |
| NCRNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 76.5 | 95 | 98.2 | 513.9 | |
| CRCLNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 76.3 | 95.1 | 97.9 | 514.2 | |
| VSRNGlobal-level method=true2023.10 | 76.2 | 94.8 | 98.2 | 516.8 | |
| DECLNoise=40%2023.12 | 75.6 | 95.5 | 98.3 | 512 | |
| SGR-CNoise Rate=20%2023.04 | 75.4 | 95.2 | 97.9 | — | |
| MSCNNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 74.8 | 94.9 | 98 | 510.9 | |
| NCRNoise=40%2023.12 | 74.7 | 94.6 | 98 | 509.7 | |
| NCRNoise Rate=50%2023.04 | 74.6 | 94.6 | 97.8 | — | |
| SREMNoise=60%2023.12 | 74.5 | 94.5 | 97.9 | 506.9 | |
| MSCNNoise Rate=70%2023.04 | 74.4 | 94.9 | 97.7 | — | |
| MSCNNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 74.4 | 95.1 | 97.9 | 506.5 | |
| MSCNNoise=60%, additional priors=true2023.12 | 74.1 | 94.4 | 97.6 | 503.4 | |
| RCLNoise=60%2023.12 | 74 | 94.3 | 97.5 | 503.3 | |
| BiCroNoise=60%, additional priors=true2023.12 | 73.9 | 94.4 | 97.8 | 505.5 | |
| BiCroNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 73.9 | 94.4 | 97.8 | 505.5 | |
| DECLNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 73.8 | 94.7 | 97.7 | 508.2 | |
| VSE∞Noise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 73.5 | 93.3 | 97 | 500.5 | |
| DECLNoise=60%2023.12 | 73 | 94.2 | 97.9 | 502.5 | |
| SCANGlobal-level method=false2023.10 | 72.7 | 94.8 | 98.4 | 507.9 | |
| NCRNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 72.7 | 94 | 97.6 | 503.3 | |
| CRCLNoise Rate=80%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 72.7 | 93.5 | 97.6 | 501.8 | |
| CAMPGlobal-level method=false2023.10 | 72.3 | 94.8 | 98.3 | 506.8 | |
| SGR-CNoise Rate=50%2023.04 | 71.7 | 94.1 | 97.7 | — | |
| SAFNoise=20%2023.12 | 71.5 | 94 | 97.5 | 499.1 | |
| IMRAMNoise=20%2023.12 | 69.9 | 93.6 | 97.4 | 490.8 | |
| SGR-CNoise Rate=70%2023.04 | 69.8 | 93.6 | 97.5 | — | |
| CVSEGlobal-level method=true2023.10 | 69.2 | 93.3 | 97.5 | 496.4 | |
| PVSEBackbone=ResNet-1012023.09 | 69.2 | 91.6 | 96.6 | — | |
| IMRAMNoise Rate=20%2023.04 | 68.6 | 92.8 | 97.6 | — | |
| SGR*Noise Rate=20%2023.04 | 67.8 | 91.7 | 96.2 | — | |
| SAFNoise Rate=20%2023.04 | 67.3 | 92.5 | 96.6 | — | |
| MSCNNoise Rate=80%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 66.8 | 91.6 | 96.2 | 481.2 | |
| SCANNoise Rate=20%2023.04 | 66.2 | 91 | 96.4 | — | |
| DECLNoise Rate=80%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 65.6 | 91.6 | 96.6 | 480.1 | |
| SCANNoise=20%2023.12 | 62.2 | 90 | 96.1 | 464.5 | |
| VSRNNoise=20%2023.12 | 61.8 | 87.3 | 92.9 | 460.6 | |
| SGR*Noise Rate=50%2023.04 | 60.6 | 87.4 | 93.6 | — | |
| VSE∞Noise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 53.3 | 84.3 | 92.1 | 399.9 | |
| IMRAMNoise=40%2023.12 | 51.8 | 82.4 | 90.9 | 412.7 | |
| SGRNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 49.1 | 83.8 | 92.7 | 434 | |
| SGRNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 43.9 | 78.3 | 89.3 | 406.4 | |
| SCANNoise=40%2023.12 | 42.9 | 74.6 | 85.1 | 343.2 | |
| SAFNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 41 | 78.4 | 89.4 | 406.5 | |
| SCANNoise Rate=50%2023.04 | 40.8 | 73.5 | 84.9 | — | |
| BiCroNoise Rate=80%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 40 | 72.6 | 84.7 | 340.1 | |
| SGRNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 37.6 | 73.3 | 86.3 | 381.3 | |
| SAFNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 36 | 74.4 | 87 | 383 | |
| SGR*Noise Rate=70%2023.04 | 35.7 | 71.2 | 85.4 | — | |
| NCRNoise Rate=70%2023.04 | 35.4 | 69.5 | 83.4 | — | |
| VSE∞Noise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 33.4 | 64.8 | 79.1 | 339.7 | |
| SAFNoise Rate=50%2023.04 | 30.4 | 67.8 | 82.3 | — | |
| SCANNoise Rate=40%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 30.1 | 65.2 | 79.2 | 314.4 | |
| SCANNoise=60%2023.12 | 29.9 | 60.9 | 74.8 | 173 | |
| VSRNNoise=40%2023.12 | 29.8 | 62.1 | 76.6 | 292 | |
| SCANNoise Rate=20%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 28.9 | 64.5 | 79.5 | 322.6 | |
| SAFNoise Rate=60%, Visual Feature=BUTD, Backbone=Bi-GRU, Evaluation=5-fold average2023.10 | 28.2 | 63.9 | 79.4 | 348.7 |