Classification on NYU-D
68.6RGB Performancealigned
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| alignedSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 68.6 | 65.1 | 57.7 | |
| alignedSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 68.6 | 65.1 | 57.7 | |
| alignedSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 61.8 | 54 | 52.7 | |
| alignedSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 61.8 | 54 | 52.7 | |
| COXSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 58.8 | 53.5 | 48.4 | |
| COXSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 52.3 | 50.7 | 44.2 | |
| EntMinSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 49.4 | 47.3 | 42.7 | |
| EntMinSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 48 | 46.3 | 39.3 | |
| ERMSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 45.2 | 44.5 | 38.1 | |
| ERMSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 44.8 | 44.5 | 39.9 | |
| COXSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 24.5 | 23.1 | 20.4 | |
| COXSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 21.7 | 22 | 19.5 | |
| SSLSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 16.9 | 18.1 | 16.3 | |
| SSLSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 14.6 | 13.6 | 18.9 | |
| RandomSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 10.2 | 11.3 | 10.2 | |
| RandomSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 10.2 | 11.3 | 10.2 | |
| RandomSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 10.2 | 11.3 | 10.2 | |
| RandomSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 10.2 | 11.3 | 10.2 |