Image Retrieval on ImageNet-1K 1.0 (val)
71.92Top-1 AccuracyIndependent Training
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Independent TrainingQuery/Gallery=ϕnew/ϕnew2025.09 | 71.92 | — | — | — | — | — | — | — | — | — | — | 44.07 | |
| OursQuery/Gallery=B⊥(ϕnew)/B⊥(ϕnew)2025.09 | 71.92 | — | — | — | — | — | — | — | — | — | — | 44.07 | |
| FFDs=2048, MFlops=26242022.05 | 71.19 | 85.66 | 89.17 | 62.9 | 60.06 | 57.99 | 55.76 | 68.46 | 66.9 | 65.52 | 63.83 | — | |
| MRL–E InterpolatedDs=1536, MFlops=19682022.05 | 71.19 | 84.17 | 87.57 | 64.94 | 63.29 | 62.26 | 61.32 | 69.85 | 69.21 | 68.66 | 68.04 | — | |
| MRL–EDs=2048, MFlops=26242022.05 | 71.17 | 84.27 | 87.67 | 64.99 | 63.33 | 62.29 | 61.33 | 69.9 | 69.24 | 68.68 | 68.05 | — | |
| MRL–EDs=1024, MFlops=13122022.05 | 71.05 | 84.13 | 87.46 | 64.85 | 63.22 | 62.19 | 61.26 | 69.78 | 69.16 | 68.6 | 67.99 | — | |
| MRLDs=2048, MFlops=26242022.05 | 70.97 | 84.41 | 87.74 | 65.2 | 63.57 | 62.56 | 61.6 | 70.18 | 69.52 | 68.98 | 68.35 | — | |
| MRL–E InterpolatedDs=768, MFlops=9842022.05 | 70.96 | 84.05 | 87.44 | 64.79 | 63.15 | 62.15 | 61.22 | 69.72 | 69.1 | 68.56 | 67.95 | — | |
| MRLDs=1024, MFlops=13122022.05 | 70.89 | 84.44 | 87.68 | 65.16 | 63.58 | 62.6 | 61.68 | 70.14 | 69.54 | 69.01 | 68.41 | — | |
| MRL InterpolatedDs=1536, MFlops=19682022.05 | 70.88 | 84.39 | 87.71 | 65.18 | 63.59 | 62.58 | 61.64 | 70.16 | 69.54 | 68.99 | 68.38 | — | |
| MRL InterpolatedDs=768, MFlops=9842022.05 | 70.84 | 84.4 | 87.63 | 65.16 | 63.59 | 62.62 | 61.71 | 70.14 | 69.55 | 69.03 | 68.44 | — | |
| MRLDs=512, MFlops=6562022.05 | 70.82 | 84.31 | 87.55 | 65.14 | 63.57 | 62.62 | 61.73 | 70.12 | 69.53 | 69.04 | 68.45 | — | |
| MRL–EDs=512, MFlops=6562022.05 | 70.74 | 83.91 | 87.33 | 64.69 | 63.05 | 62.06 | 61.14 | 69.63 | 69 | 68.5 | 67.88 | — | |
| MRL InterpolatedDs=384, MFlops=4922022.05 | 70.69 | 84.25 | 87.41 | 65.09 | 63.56 | 62.64 | 61.76 | 70.05 | 69.51 | 69.04 | 68.46 | — | |
| MRL InterpolatedDs=192, MFlops=2462022.05 | 70.64 | 84.09 | 87.37 | 65 | 63.53 | 62.66 | 61.83 | 69.98 | 69.49 | 69.05 | 68.5 | — | |
| MRLDs=256, MFlops=3282022.05 | 70.62 | 84.17 | 87.38 | 65.04 | 63.56 | 62.66 | 61.81 | 70.02 | 69.52 | 69.07 | 68.5 | — | |
| MRL–E InterpolatedDs=384, MFlops=4922022.05 | 70.54 | 83.88 | 87.28 | 64.55 | 62.94 | 61.93 | 61.01 | 69.51 | 68.92 | 68.4 | 67.78 | — | |
| MRLDs=128, MFlops=1642022.05 | 70.52 | 83.98 | 87.25 | 64.94 | 63.5 | 62.63 | 61.83 | 69.93 | 69.44 | 69.02 | 68.5 | — | |
| MRL InterpolatedDs=96, MFlops=1232022.05 | 70.4 | 83.83 | 87.04 | 64.86 | 63.46 | 62.62 | 61.84 | 69.82 | 69.38 | 68.98 | 68.48 | — | |
| MRL–EDs=256, MFlops=3282022.05 | 70.39 | 83.8 | 87.28 | 64.35 | 62.76 | 61.76 | 60.82 | 69.36 | 68.79 | 68.26 | 67.63 | — | |
| MRL–E InterpolatedDs=192, MFlops=2462022.05 | 70.36 | 83.72 | 87.21 | 64.26 | 62.65 | 61.65 | 60.72 | 69.26 | 68.67 | 68.15 | 67.53 | — | |
| FFDs=1024, MFlops=13122022.05 | 70.34 | 85.38 | 89.19 | 61.13 | 57.87 | 55.47 | 52.9 | 66.93 | 65.08 | 63.43 | 61.45 | — | |
| FFDs=512, MFlops=6562022.05 | 70.18 | 85.04 | 88.91 | 61.37 | 58.41 | 56.26 | 53.98 | 67.12 | 65.49 | 64.07 | 62.35 | — | |
| MRLDs=64, MFlops=822022.05 | 70.17 | 83.53 | 86.95 | 64.69 | 63.33 | 62.53 | 61.8 | 69.67 | 69.25 | 68.89 | 68.42 | — | |
| MRL–EDs=128, MFlops=1642022.05 | 70.13 | 83.63 | 87.07 | 64.15 | 62.58 | 61.61 | 60.7 | 69.19 | 68.62 | 68.11 | 67.5 | — | |
| MRL–E InterpolatedDs=96, MFlops=1232022.05 | 70.05 | 83.63 | 87.11 | 64.04 | 62.46 | 61.52 | 60.63 | 69.1 | 68.51 | 68.04 | 67.45 | — | |
| MRL InterpolatedDs=48, MFlops=612022.05 | 69.96 | 83.4 | 86.65 | 64.58 | 63.2 | 62.42 | 61.72 | 69.53 | 69.1 | 68.75 | 68.32 | — | |
| FFDs=256, MFlops=3282022.05 | 69.72 | 84.71 | 88.54 | 61.47 | 58.85 | 57.02 | 55.13 | 67.19 | 65.82 | 64.64 | 63.24 | — | |
| MRL–EDs=64, MFlops=822022.05 | 69.56 | 83.49 | 86.85 | 63.84 | 62.33 | 61.43 | 60.57 | 68.93 | 68.4 | 67.96 | 67.38 | — | |
| MRLDs=32, MFlops=412022.05 | 69.46 | 83.01 | 86.3 | 64.21 | 62.96 | 62.22 | 61.58 | 69.18 | 68.87 | 68.54 | 68.17 | — | |
| FFDs=64, MFlops=822022.05 | 69.41 | 83.56 | 87.33 | 63.26 | 61.64 | 60.63 | 59.67 | 68.49 | 67.91 | 67.38 | 66.74 | — | |
| FFDs=128, MFlops=1642022.05 | 69.35 | 84.23 | 88.24 | 62.3 | 60.16 | 58.73 | 57.29 | 67.84 | 66.83 | 65.96 | 64.92 | — | |
| MRL–E InterpolatedDs=48, MFlops=612022.05 | 69.2 | 83.15 | 86.67 | 63.58 | 62.12 | 61.23 | 60.42 | 68.71 | 68.19 | 67.75 | 67.22 | — | |
| FFDs=32, MFlops=412022.05 | 68.84 | 82.58 | 86.14 | 63.35 | 62.08 | 61.36 | 60.76 | 68.43 | 68.13 | 67.83 | 67.48 | — | |
| MRL InterpolatedDs=24, MFlops=312022.05 | 68.76 | 82.48 | 85.87 | 63.64 | 62.42 | 61.74 | 61.13 | 68.64 | 68.35 | 68.07 | 67.71 | — | |
| OursQuery/Gallery=B⊥(ϕnew)/F(ϕold)2025.09 | 68.74 | — | — | — | — | — | — | — | — | — | — | 43.78 | |
| MRL–EDs=32, MFlops=412022.05 | 68.62 | 82.92 | 86.44 | 63.34 | 61.97 | 61.14 | 60.39 | 68.49 | 68.06 | 67.65 | 67.17 | — | |
| MRL–E InterpolatedDs=24, MFlops=312022.05 | 68.28 | 82.31 | 85.89 | 62.75 | 61.41 | 60.62 | 59.92 | 67.89 | 67.49 | 67.11 | 66.69 | — | |
| FCTQuery/Gallery=ϕnew/F(ϕold)2025.09 | 67.97 | — | — | — | — | — | — | — | — | — | — | 41.07 | |
| MRLDs=16, MFlops=202022.05 | 67.91 | 81.44 | 85 | 62.94 | 61.79 | 61.16 | 60.64 | 67.93 | 67.71 | 67.48 | 67.2 | — | |
| MRL–EDs=16, MFlops=202022.05 | 67.08 | 81.38 | 85.15 | 61.6 | 60.36 | 59.66 | 59.04 | 66.79 | 66.53 | 66.24 | 65.87 | — | |
| FFDs=16, MFlops=202022.05 | 66.77 | 80.88 | 84.4 | 61.63 | 60.51 | 59.98 | 59.62 | 66.76 | 66.58 | 66.43 | 66.27 | — | |
| MRL InterpolatedDs=12, MFlops=152022.05 | 65.89 | 80.04 | 83.68 | 60.84 | 59.66 | 58.98 | 58.37 | 65.94 | 65.72 | 65.45 | 65.08 | — | |
| MRL–E InterpolatedDs=12, MFlops=152022.05 | 64.25 | 79.21 | 83.29 | 58.83 | 57.5 | 56.71 | 56.02 | 64.1 | 63.78 | 63.42 | 63.02 | — | |
| MRLDs=8, MFlops=102022.05 | 62.19 | 77.05 | 81.34 | 56.74 | 55.47 | 54.76 | 54.12 | 62.06 | 61.81 | 61.54 | 61.17 | — | |
| OursQuery/Gallery=F(ϕold)/F(ϕold)2025.09 | 61.3 | — | — | — | — | — | — | — | — | — | — | 41.95 | |
| FCTQuery/Gallery=F(ϕold)/F(ϕold)2025.09 | 59.33 | — | — | — | — | — | — | — | — | — | — | 37.53 | |
| FFDs=8, MFlops=102022.05 | 58.93 | 75.76 | 80.25 | 53.42 | 52.29 | 51.84 | 51.57 | 59.32 | 59.28 | 59.25 | 59.21 | — | |
| OursQuery/Gallery=B⊥(ϕnew)/ϕold2025.09 | 58.73 | — | — | — | — | — | — | — | — | — | — | 31.5 | |
| MRL–EDs=8, MFlops=102022.05 | 57.39 | 74.18 | 79.16 | 51.8 | 50.41 | 49.6 | 48.86 | 57.5 | 57.16 | 56.81 | 56.36 | — | |
| Independent TrainingQuery/Gallery=ϕold/ϕold2025.09 | 55.62 | — | — | — | — | — | — | — | — | — | — | 26.91 | |
| OursQuery/Gallery=F(ϕold)/ϕold2025.09 | 54.82 | — | — | — | — | — | — | — | — | — | — | 32.14 | |
| Independent TrainingQuery/Gallery=ϕnew/ϕold2025.09 | 0.04 | — | — | — | — | — | — | — | — | — | — | 0.17 | |
| FCTQuery/Gallery=F(ϕold)/ϕold2025.09 | 0.04 | — | — | — | — | — | — | — | — | — | — | 0.17 |