Composition Classification on Sth-com
45.45Harmonic Mean (H.M.)RCORE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RCOREBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Closed-world2026.01 | 45.45 | — | — | — | 26.52 | |
| C2CBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Closed-world2026.01 | 42.75 | — | — | — | 23.77 | |
| Jung et al.Bias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Closed-world2026.01 | 42.6 | — | — | — | 23.5 | |
| RCOREBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 39.67 | 45.34 | 35.26 | 1.89 | — | |
| RCOREBias Calibration=False, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 38.75 | 48.56 | 32.23 | 0.4 | — | |
| C2CBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 37.82 | 42.27 | 34.22 | 1.3 | — | |
| C2C w/o conditioningBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Closed-world2026.01 | 37.62 | — | — | — | 19.74 | |
| C2CBias Calibration=False, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 36.47 | 46.31 | 30.08 | -0.42 | — | |
| AIMBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Closed-world2026.01 | 34.44 | — | — | — | 16.99 | |
| C2C w/o conditioningBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 31.8 | 39.32 | 26.7 | 1.89 | — | |
| AIMBias Calibration=True, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 28.33 | 33.4 | 24.6 | 0.94 | — | |
| AIMBias Calibration=False, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 25.35 | 40.24 | 18.5 | -2.44 | — | |
| C2C w/o conditioningBias Calibration=False, Backbone=CLIP-B/16, Evaluation Protocol=Open-world2026.01 | 25.35 | 44.95 | 23.94 | -1.69 | — |