Visual Rating (ISTA) on ISTA-10K
0.778SRCCUniPercept
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniPerceptModel Category=Ours2025.12 | 0.778 | 0.767 | |
| InternVL3.5-38BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.262 | 0.345 | |
| Claude-Sonnet-4.5Model Category=Proprietary, Domain=Cross domain testing2025.12 | 0.125 | 0.089 | |
| QwenVL-2.5-Instruct-72BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.091 | 0.148 | |
| QwenVL-3-Instruct-32BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.084 | 0.106 | |
| GLM-4.5-V-106BA12BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.083 | 0.117 | |
| Q-Insight*Model Category=Specialized, Domain=In domain, Retrained=true2025.12 | 0.06 | 0.152 | |
| QwenVL-3-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.033 | 0.044 | |
| GPT-4oModel Category=Proprietary, Domain=Cross domain testing2025.12 | -0.003 | 0.116 | |
| Llama-4-ScoutModel Category=Proprietary, Domain=Cross domain testing2025.12 | -0.025 | 0.047 | |
| QwenVL-2.5-Instruct-7BModel Category=Open-Source, Domain=Cross domain testing2025.12 | -0.046 | 0.076 | |
| LLaVA-OneVision-1.5-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | -0.094 | 0.027 | |
| InternVL3.5-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | -0.096 | -0.025 | |
| InternVL3-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | -0.127 | 0.046 | |
| Gemini-2.5-proModel Category=Proprietary, Domain=Cross domain testing2025.12 | -0.23 | -0.118 |