Image-to-Text Retrieval on NWPU (test)
22.84Recall@1 (R@1)RRSITR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RRSITRNoise Ratio=20%, Reference=Ours2026.03 | 22.84 | 57.21 | 74.32 | 43.58 | |
| RRSITRNoise Ratio=40%, Reference=Ours2026.03 | 20.55 | 53.89 | 71.1 | 41.21 | |
| RRSITRNoise Ratio=60%, Reference=Ours2026.03 | 18.22 | 49.11 | 66.58 | 38.17 | |
| RRSITRNoise Ratio=80%, Reference=Ours2026.03 | 14.94 | 41.24 | 57.25 | 32.13 | |
| KAMCLNoise Ratio=20%, Reference=TGRS’232026.03 | 14.01 | 43.13 | 60.81 | 33.95 | |
| PIRNoise Ratio=20%, Reference=ACMMM’232026.03 | 10.61 | 37.13 | 56.07 | 30.37 | |
| CUPNoise Ratio=20%, Reference=TNNLS’252026.03 | 9.26 | 29.36 | 44.46 | 23.54 | |
| CUPNoise Ratio=40%, Reference=TNNLS’252026.03 | 8.28 | 27.11 | 41.52 | 21.54 | |
| MSANoise Ratio=20%, Reference=TGRS’242026.03 | 6.46 | 24.39 | 40.02 | 23.81 | |
| PIRNoise Ratio=40%, Reference=ACMMM’232026.03 | 6.19 | 25.5 | 41.58 | 22.03 | |
| CUPNoise Ratio=60%, Reference=TNNLS’252026.03 | 5.94 | 20.05 | 32.16 | 16.59 | |
| SEMICLIPNoise Ratio=20%, Reference=ICLR’252026.03 | 5.66 | 16.81 | 28.81 | 17.06 | |
| AMFMNNoise Ratio=20%, Reference=TGRS’222026.03 | 5.47 | 21.99 | 36.89 | 19.91 | |
| SEMICLIPNoise Ratio=40%, Reference=ICLR’252026.03 | 4.47 | 13.01 | 22.44 | 13.25 | |
| CUPNoise Ratio=80%, Reference=TNNLS’252026.03 | 3.87 | 14.5 | 24.26 | 12.21 | |
| PIRNoise Ratio=60%, Reference=ACMMM’232026.03 | 3.49 | 15.9 | 27.51 | 14.53 | |
| SEMICLIPNoise Ratio=60%, Reference=ICLR’252026.03 | 2.96 | 9.12 | 15.64 | 9.13 | |
| AMFMNNoise Ratio=40%, Reference=TGRS’222026.03 | 2.83 | 12.65 | 23.14 | 12.43 | |
| HVSANoise Ratio=20%, Reference=TGRS’232026.03 | 2.8 | 10.97 | 19.92 | 9.81 | |
| SIRSNoise Ratio=20%, Reference=TGRS’242026.03 | 2.76 | 11.84 | 21.54 | 11.43 | |
| S-CLIPNoise Ratio=20%, Reference=NeurIPS’232026.03 | 2.73 | 11.85 | 21.19 | 11.93 | |
| KAMCLNoise Ratio=40%, Reference=TGRS’232026.03 | 2.58 | 11.99 | 21.16 | 12.84 | |
| SWANNoise Ratio=20%, Reference=ICMR’232026.03 | 2.42 | 11.43 | 20.98 | 11.85 | |
| SIRSNoise Ratio=40%, Reference=TGRS’242026.03 | 2.27 | 10.4 | 18.75 | 10.31 | |
| AMFMNNoise Ratio=60%, Reference=TGRS’222026.03 | 2.15 | 9.12 | 17 | 9.46 | |
| MSANoise Ratio=40%, Reference=TGRS’242026.03 | 2.1 | 9.27 | 17.34 | 9.9 | |
| S-CLIPNoise Ratio=40%, Reference=NeurIPS’232026.03 | 1.92 | 9.04 | 16.47 | 9.49 | |
| SWANNoise Ratio=40%, Reference=ICMR’232026.03 | 1.9 | 8.95 | 16.89 | 9.55 | |
| SIRSNoise Ratio=60%, Reference=TGRS’242026.03 | 1.9 | 8.84 | 16.41 | 9.09 | |
| PIRNoise Ratio=80%, Reference=ACMMM’232026.03 | 1.7 | 7.83 | 15.25 | 7.86 | |
| AMFMNNoise Ratio=80%, Reference=TGRS’222026.03 | 1.45 | 7.42 | 14.47 | 8.09 | |
| SWANNoise Ratio=60%, Reference=ICMR’232026.03 | 1.42 | 7.47 | 14.27 | 8.23 | |
| SIRSNoise Ratio=80%, Reference=TGRS’242026.03 | 1.35 | 6.77 | 12.83 | 6.86 | |
| SEMICLIPNoise Ratio=80%, Reference=ICLR’252026.03 | 0.94 | 3.28 | 5.96 | 3.49 | |
| SWANNoise Ratio=80%, Reference=ICMR’232026.03 | 0.79 | 4.5 | 9.16 | 5.21 | |
| KAMCLNoise Ratio=60%, Reference=TGRS’232026.03 | 0.67 | 3.07 | 6.24 | 4.91 | |
| HVSANoise Ratio=40%, Reference=TGRS’232026.03 | 0.14 | 0.62 | 1.2 | 0.66 | |
| S-CLIPNoise Ratio=60%, Reference=NeurIPS’232026.03 | 0.14 | 0.75 | 1.36 | 0.73 | |
| MSANoise Ratio=60%, Reference=TGRS’242026.03 | 0.08 | 0.54 | 1.09 | 4.31 | |
| HVSANoise Ratio=60%, Reference=TGRS’232026.03 | 0.04 | 0.18 | 0.32 | 0.19 | |
| HVSANoise Ratio=80%, Reference=TGRS’232026.03 | 0.02 | 0.19 | 0.34 | 0.18 | |
| KAMCLNoise Ratio=80%, Reference=TGRS’232026.03 | 0.02 | 0.12 | 0.27 | 0.15 | |
| S-CLIPNoise Ratio=80%, Reference=NeurIPS’232026.03 | 0.02 | 0.17 | 0.32 | 0.17 | |
| MSANoise Ratio=80%, Reference=TGRS’242026.03 | 0.02 | 0.2 | 0.36 | 1.24 |