Infrared Image Classification on LLVIP
95.5Top-1 AccuracyCodeBind-IB
Evaluation results
| Method | Links | |
|---|---|---|
| CodeBind-IB2026.05 | 95.5 | |
| LanguageBindSize=Large, Evaluation Protocol=Zero-shot2023.10 | 87.2 | |
| LanguageBindAnchor Modality=Text2026.04 | 87.2 | |
| LanguageBind2026.05 | 87.2 | |
| EmergentBridgeAnchor Modality=Text2026.04 | 85.1 | |
| OpenCLIPSize=Large, Evaluation Protocol=Zero-shot2023.10 | 82.2 | |
| OpenCLIPAnchor Modality=–2026.04 | 82.2 | |
| EmergentBridgeAnchor Modality=Image2026.04 | 73.7 | |
| Ours w/ PointBindSetting=Zero-shot2024.03 | 64.67 | |
| ImageBindSize=Huge, Evaluation Protocol=Zero-shot2023.10 | 63.4 | |
| ImageBindSetting=Zero-shot2024.03 | 63.4 | |
| PointBindSetting=Zero-shot2024.03 | 63.4 | |
| PointBind (+Event)Setting=Zero-shot2024.03 | 63.4 | |
| IMAGEBINDZero-shot=true, Text Prompting=true2023.05 | 63.4 | |
| ImageBindAnchor Modality=Image2026.04 | 63.4 | |
| Ours w/ PointBindSetting=Fine-tuning2024.03 | 60.71 | |
| ImageBindSetting=Fine-tuning, Protocol=linear2024.03 | 60.55 | |
| PointBindSetting=Fine-tuning, Protocol=linear2024.03 | 60.55 | |
| PointBind (+Event)Setting=Fine-tuning2024.03 | 60.55 | |
| RandomZero-shot=true2023.05 | 50 |