Composed Image Retrieval on Fashion-IQ
82.01Average Recall@50
MCoT-MVS
Updated 13d ago
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.03 | 82.01 | 58.45 | 78.92 | 63.24 | 81.15 | 68.02 | 85.97 | 63.24 | - | - | - | - | - | - | - | - | - | |
2026.03 | 81.56 | 57.63 | 78.56 | 62.14 | 80.38 | 66.15 | 85.73 | 61.97 | - | - | - | - | - | - | - | - | - | |
2026.03 | 77.93 | 51.8 | 73.13 | 60.27 | 78.48 | 63.37 | 82.19 | 58.48 | - | - | - | - | - | - | - | - | - | |
2026.03 | 77.59 | 51.51 | 76.95 | 54.86 | 74.93 | 62.01 | 80.88 | 56.13 | - | - | - | - | - | - | - | - | - | |
2026.03 | 76.14 | 50.42 | 73.57 | 58.59 | 75.86 | 59.61 | 78.99 | 56.21 | - | - | - | - | - | - | - | - | - | |
2026.04 | 75.2 | 49.99 | 72.38 | 56.62 | 74.68 | 59.51 | 78.53 | 55.38 | - | - | 65.29 | - | - | - | - | - | - | |
2026.04 | 75.02 | 49.73 | 71.69 | 56.43 | 74.44 | 59.31 | 78.94 | 55.15 | - | - | 65.09 | - | - | - | - | - | - | |
2026.03 | 74.97 | 49.18 | 72.43 | 55.64 | 73.89 | 59.35 | 78.58 | 54.72 | - | - | - | - | - | - | - | - | - | |
2026.03 | 74.97 | 49.18 | 72.43 | 55.64 | 73.89 | 59.35 | 78.58 | 54.72 | - | - | - | - | - | - | - | - | - | |
2026.04 | 74.97 | 49.18 | 72.43 | 55.64 | 73.89 | 59.35 | 78.58 | 54.92 | - | - | 64.85 | - | - | - | - | - | - | |
2026.03 | 74.76 | 49.38 | 72.58 | 55.93 | 74.14 | 57.93 | 77.56 | 54.41 | - | - | - | - | - | - | - | - | - | |
2026.04 | 74.66 | 48.79 | 72.68 | 55.89 | 73.9 | 56.91 | 77.41 | 53.86 | - | - | 64.26 | - | - | - | - | - | - | |
2026.03 | 74.51 | 46.78 | 70.93 | 52.6 | 73.8 | 58.91 | 78.81 | 52.76 | - | - | - | - | - | - | - | - | - | |
2026.03 | 74.3 | 46.9 | 70.3 | 52.65 | 73.96 | 57.62 | 78.63 | 52.39 | - | - | - | - | - | - | - | - | - | |
2026.04 | 74.28 | 49.63 | 71.34 | 55.67 | 73.19 | 58.14 | 78.32 | 54.48 | - | - | 64.38 | - | - | - | - | - | - | |
2026.04 | 74.22 | 47.84 | 71.89 | 54.37 | 73.55 | 56.91 | 77.21 | 53.04 | - | - | 63.63 | - | - | - | - | - | - | |
2026.04 | 73.91 | 49.03 | 70.35 | 55.84 | 73.16 | 57.22 | 78.23 | 54.03 | - | - | 63.97 | - | - | - | - | - | - | |
2026.03 | 73.48 | 46.8 | 69.81 | 53.53 | 72.87 | 57.47 | 77.77 | 52.6 | - | - | - | - | - | - | - | - | - | |
2026.03 | 73.09 | 45.22 | 69.66 | 52.6 | 72.52 | 56.14 | 77.1 | 51.32 | - | - | - | - | - | - | - | - | - | |
2026.03 | 73.09 | 45.22 | 69.66 | 52.6 | 72.52 | 56.14 | 77.1 | 51.32 | - | - | - | - | - | - | - | - | - | |
2026.04 | 73.09 | 47.33 | 69.71 | 53.72 | 72.55 | 56.51 | 77 | 52.52 | - | - | 62.8 | - | - | - | - | - | - | |
2026.03 | 72.95 | 50.32 | 71.29 | 50.15 | 70.36 | 56.4 | 77.21 | 52.29 | - | - | - | - | - | - | - | - | - | |
2026.04 | 72.67 | 47.05 | 70.65 | 53.14 | 71.74 | 55.28 | 75.62 | 51.82 | - | - | 62.25 | - | - | - | - | - | - | |
2026.04 | 72.25 | 46.26 | 68.27 | 53.09 | 71.88 | 55.07 | 76.59 | 51.47 | - | - | 61.86 | - | - | - | - | - | - | |
2026.04 | 70.64 | 44.62 | 68.91 | 50.74 | 69.09 | 52.12 | 73.38 | 49.16 | - | - | 59.81 | - | - | - | - | - | - | |
2026.03 | 70.61 | 47.44 | 69.36 | 48.48 | 70.23 | 50.18 | 72.24 | 48.7 | - | - | - | - | - | - | - | - | - | |
2026.03 | 70.25 | 44.55 | 69.03 | 48.43 | 67.42 | 52.6 | 74.31 | 48.53 | - | - | - | - | - | - | - | - | - | |
2026.04 | 69.82 | 43.68 | 66.44 | 50.74 | 69.19 | 52.63 | 73.84 | 49.01 | - | - | 59.42 | - | - | - | - | - | - | |
2026.04 | 69.53 | 42.04 | 65.2 | 50.12 | 69.77 | 52.92 | 73.61 | 48.36 | - | - | 58.94 | - | - | - | - | - | - | |
2026.03 | 69.22 | 42.38 | 66.08 | 46.76 | 68.16 | 50.93 | 73.42 | 46.69 | - | - | - | - | - | - | - | - | - | |
2026.03 | 69.22 | 42.38 | 66.08 | 46.76 | 68.16 | 50.93 | 73.42 | 46.69 | - | - | - | - | - | - | - | - | - | |
2026.04 | 69.22 | 42.38 | 66.08 | 46.76 | 68.16 | 50.93 | 73.42 | 46.69 | - | - | 57.96 | - | - | - | - | - | - | |
2026.03 | 68.6 | 39.85 | 66.98 | 45.03 | 66.81 | 48.61 | 72.01 | 44.5 | - | - | - | - | - | - | - | - | - | |
2026.04 | 68.6 | 41.45 | 64.35 | 47.3 | 68.2 | 51.25 | 73.23 | 46.67 | - | - | 57.63 | - | - | - | - | - | - | |
2026.03 | 67.52 | 40.45 | 65.29 | 44.85 | 66.29 | 49.26 | 70.98 | 44.85 | - | - | - | - | - | - | - | - | - | |
2026.03 | 67.36 | 40.01 | 65.1 | 43.67 | 66.05 | 48.04 | 70.93 | 43.91 | - | - | - | - | - | - | - | - | - | |
2024.06 | 67.3 | - | - | - | - | - | - | 46.2 | - | - | - | - | - | - | - | - | - | |
2026.04 | 67.24 | 41.3 | 64.75 | 47.06 | 66.34 | 50.13 | 70.63 | 46.16 | - | - | 56.7 | - | - | - | - | - | - | |
2026.04 | 66.36 | 39.81 | 62.22 | 48.58 | 66.29 | 50.48 | 70.58 | 46.29 | - | - | 56.33 | - | - | - | - | - | - | |
2026.05 | 65.85 | 39.61 | 61.02 | 43.6 | 65.42 | 45.94 | 71.12 | 43.05 | - | - | - | - | - | - | - | - | - | |
2026.05 | 65.69 | 38.08 | 60.88 | 46.76 | 65.11 | 50.48 | 71.09 | 45.11 | - | - | - | - | - | - | - | - | - | |
2024.06 | 65.5 | - | - | - | - | - | - | 44.5 | - | - | - | - | - | - | - | - | - | |
2026.03 | 64.88 | 35.22 | 61.9 | 41.86 | 63.52 | 42.19 | 69.23 | 39.76 | - | - | - | - | - | - | - | - | - | |
2026.04 | 64.43 | 38.82 | 60.54 | 45.44 | 64.38 | 47.42 | 68.38 | 43.89 | - | - | 54.16 | - | - | - | - | - | - | |
2026.03 | 63.89 | 34.36 | 60.78 | 38.13 | 61.83 | 44.26 | 69.05 | 38.92 | - | - | - | - | - | - | - | - | - | |
2026.03 | 63.89 | 34.36 | 60.78 | 38.13 | 61.83 | 44.26 | 69.05 | 38.92 | - | - | - | - | - | - | - | - | - | |
2026.04 | 63.89 | 34.36 | 60.78 | 38.13 | 61.83 | 44.26 | 69.05 | 38.92 | - | - | 51.4 | - | - | - | - | - | - | |
2026.04 | 62.75 | 37.63 | 59.64 | 43.62 | 62.12 | 46.1 | 66.5 | 42.45 | - | - | 52.6 | - | - | - | - | - | - | |
2026.04 | 61.81 | - | - | - | - | - | - | 39.8 | - | - | - | - | - | - | - | - | - | |
2026.03 | 61.74 | 33.81 | 59.4 | 39.99 | 60.45 | 41.41 | 65.37 | 38.4 | - | - | - | - | - | - | - | - | - | |
2026.04 | 61.19 | 35.94 | 57.16 | 42.25 | 61.63 | 44.98 | 64.76 | 41.06 | - | - | 51.12 | - | - | - | - | - | - | |
2026.04 | 60.08 | - | - | - | - | - | - | 39.22 | - | - | - | - | - | - | - | - | - | |
2026.04 | 59.57 | - | - | - | - | - | - | 37.82 | - | - | - | - | - | - | - | - | - | |
2026.05 | 59.43 | 35.04 | 56.74 | 39.48 | 56.59 | 42.86 | 64.95 | 39.12 | - | - | - | - | - | - | - | - | - | |
2024.06 | 57.4 | - | - | - | - | - | - | 35.4 | - | - | - | - | - | - | - | - | - | |
2025.11 | 57.4 | - | - | - | - | - | - | 35.4 | - | - | - | - | - | - | - | - | - | |
2026.05 | 57.15 | 30.59 | 53.5 | 37.39 | 56.92 | 39.72 | 61.04 | 35.79 | - | - | - | - | - | - | - | - | - | |
2026.05 | 57.11 | 33.02 | 54.78 | 38.65 | 54.71 | 41.04 | 61.83 | 37.57 | - | - | - | - | - | - | - | - | - | |
2025.11 | 56.9 | - | - | - | - | - | - | 35.7 | - | - | - | - | - | - | - | - | - | |
2026.05 | 56.67 | 30.69 | 53.25 | 36.56 | 55.45 | 40.13 | 61.3 | 35.79 | - | - | - | - | - | - | - | - | - | |
2025.11 | 56 | - | - | - | - | - | - | 34.6 | - | - | - | - | - | - | - | - | - | |
2025.11 | 56 | - | - | - | - | - | - | 34.6 | - | - | - | - | - | - | - | - | - | |
2026.05 | 55.71 | 28.16 | 50.32 | 36.46 | 55.35 | 39.83 | 61.45 | 34.81 | - | - | - | - | - | - | - | - | - | |
2024.06 | 55.4 | - | - | - | - | - | - | 32.5 | - | - | - | - | - | - | - | - | - | |
2026.04 | 55.28 | 29.05 | 51.36 | 35.28 | 56.23 | 36.05 | 58.24 | 33.46 | - | - | 44.37 | - | - | - | - | - | - | |
2025.11 | 55.1 | - | - | - | - | - | - | 34.4 | - | - | - | - | - | - | - | - | - | |
2025.11 | 55.1 | - | - | - | - | - | - | 34.4 | - | - | - | - | - | - | - | - | - | |
2026.05 | 54.07 | 29.75 | 51.91 | 32.83 | 52.06 | 36.31 | 58.24 | 32.96 | - | - | - | - | - | - | - | - | - | |
2026.04 | 54.03 | 28.41 | 50.77 | 36.21 | 54.37 | 35.9 | 59.06 | 33.51 | - | - | 43.77 | - | - | - | - | - | - | |
2026.05 | 53.4 | 29.35 | 50.37 | 31.16 | 51.13 | 36.51 | 58.71 | 32.34 | - | - | - | - | - | - | - | - | - | |
2024.06 | 52.5 | - | - | - | - | - | - | 30.7 | - | - | - | - | - | - | - | - | - | |
2025.11 | 52.5 | - | - | - | - | - | - | 30.7 | - | - | - | - | - | - | - | - | - | |
2024.06 | 52.4 | - | - | - | - | - | - | 32.2 | - | - | - | - | - | - | - | - | - | |
2026.05 | 52.36 | 27.07 | 49.53 | 29.85 | 51.07 | 35.8 | 56.14 | 32.19 | - | - | - | - | - | - | - | - | - | |
2024.06 | 52.3 | - | - | - | - | - | - | 31.2 | - | - | - | - | - | - | - | - | - | |
2026.05 | 51.89 | 25.43 | 47.65 | 33.17 | 50.39 | 35.24 | 57.62 | 31.28 | - | - | - | - | - | - | - | - | - | |
2026.04 | 51.71 | - | - | - | - | - | - | 39.02 | - | - | - | - | - | - | - | - | - | |
2024.06 | 51.7 | - | - | - | - | - | - | 30.6 | - | - | - | - | - | - | - | - | - | |
2024.06 | 51.7 | - | - | - | - | - | - | 39 | - | - | - | - | - | - | - | - | - | |
2025.11 | 51.5 | - | - | - | - | - | - | 31.9 | - | - | - | - | - | - | - | - | - | |
2024.06 | 51.1 | - | - | - | - | - | - | 30.2 | - | - | - | - | - | - | - | - | - | |
2024.06 | 50.9 | - | - | - | - | - | - | 29.4 | - | - | - | - | - | - | - | - | - | |
2024.06 | 50.7 | - | - | - | - | - | - | 29.3 | - | - | - | - | - | - | - | - | - | |
2024.06 | 50.5 | - | - | - | - | - | - | 28.5 | - | - | - | - | - | - | - | - | - | |
2026.03 | 50.29 | 27.16 | 52.4 | 21.78 | 43.64 | 29.2 | 54.83 | 26.05 | - | - | - | - | - | - | - | - | - | |
2025.11 | 50.1 | - | - | - | - | - | - | 30.3 | - | - | - | - | - | - | - | - | - | |
2026.05 | 50.1 | 25.09 | 45.12 | 32.63 | 50.05 | 34.42 | 55.12 | 30.71 | - | - | - | - | - | - | - | - | - | |
2026.04 | 49.81 | 22.61 | 45.56 | 27.87 | 48.58 | 31.82 | 55.28 | 27.43 | - | - | 38.62 | - | - | - | - | - | - | |
2024.06 | 49.5 | - | - | - | - | - | - | 28.1 | - | - | - | - | - | - | - | - | - | |
2024.06 | 49.5 | - | - | - | - | - | - | 28.3 | - | - | - | - | - | - | - | - | - | |
2025.11 | 49.5 | - | - | - | - | - | - | 29.2 | - | - | - | - | - | - | - | - | - | |
2026.05 | 49.35 | 25.29 | 46.36 | 28.36 | 47.84 | 31.21 | 53.85 | 28.28 | - | - | - | - | - | - | - | - | - | |
2026.05 | 49.35 | 25.37 | 46.84 | 29.38 | 47.97 | 32.07 | 54.78 | 28.94 | - | - | - | - | - | - | - | - | - | |
2024.06 | 49.1 | - | - | - | - | - | - | 27.9 | - | - | - | - | - | - | - | - | - | |
2024.06 | 48.9 | - | - | - | - | - | - | 27.6 | - | - | - | - | - | - | - | - | - | |
2025.11 | 48.8 | - | - | - | - | - | - | 28.7 | - | - | - | - | - | - | - | - | - | |
2024.06 | 48.6 | - | - | - | - | - | - | 28.6 | - | - | - | - | - | - | - | - | - | |
2024.06 | 48.6 | - | - | - | - | - | - | 36 | - | - | - | - | - | - | - | - | - | |
2025.11 | 48.6 | - | - | - | - | - | - | 28.6 | - | - | - | - | - | - | - | - | - | |
2026.05 | 48.46 | 23.9 | 43.13 | 31.65 | 49.07 | 32.53 | 53.19 | 29.36 | - | - | - | - | - | - | - | - | - |
Showing 100 of 174 rows