Classification on LLVIP
74.1RGB Accuracyaligned
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| alignedSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 74.1 | 73.2 | 87.2 | |
| alignedSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 74.1 | 73.2 | 87.2 | |
| alignedSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 65.4 | 61.8 | 63.4 | |
| alignedSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 65.4 | 61.8 | 63.4 | |
| COXSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 61.2 | 62.3 | 66.4 | |
| EntMinSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 59.8 | 60 | 62.2 | |
| COXSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 59.2 | 58.3 | 58.3 | |
| EntMinSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 56.7 | 57 | 55.4 | |
| ERMSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 56.5 | 54.9 | 58.3 | |
| COXSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 55 | 56.4 | 55.7 | |
| COXSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 54.8 | 57.2 | 53.8 | |
| ERMSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 54.6 | 53.1 | 54.1 | |
| SSLSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 54.6 | 57.8 | 53.8 | |
| SSLSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 52.3 | 56.1 | 52.4 | |
| RandomSetting=Semi-Supervised, IM Perceptor=ImageBind2025.12 | 48.2 | 47.3 | 51 | |
| RandomSetting=Semi-Supervised, IM Perceptor=LanguageBind2025.12 | 48.2 | 47.3 | 51 | |
| RandomSetting=Unsupervised, IM Perceptor=ImageBind2025.12 | 48.2 | 47.3 | 51 | |
| RandomSetting=Unsupervised, IM Perceptor=LanguageBind2025.12 | 48.2 | 47.3 | 51 |