Geometric Perception on GePBench 1.0 (Overall)
99.3Average ScoreHuman
Evaluation Results
| Method | Links | |
|---|---|---|
| HumanModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 99.3 | |
| Qwen3.5Model Size (Parameters)=397B-A17B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 79.2 | |
| Qwen3-VLModel Size (Parameters)=235B-A22B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 78.8 | |
| Gemini-2.5-proModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 78.6 | |
| Qwen3.5Model Size (Parameters)=9B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 71.2 | |
| GPT-5.2Model Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 71 | |
| InternVL3Model Size (Parameters)=78B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 71 | |
| Qwen3-VLModel Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 67.8 | |
| InternVL2.5Model Size (Parameters)=78B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 67.7 | |
| Qwen2.5-VLModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 66 | |
| Qwen2-VLModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 65.3 | |
| InternVL3Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 64 | |
| LLaVA-OneVisionModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 63.6 | |
| GPT-4oModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 63.2 | |
| Qwen2.5-VLModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 62.4 | |
| Qwen2-VLModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 58.6 | |
| MiniCPM-V-2.6Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 57.9 | |
| QVQ-previewModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 57 | |
| InternVL2.5Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 55.9 | |
| LLaVA-OneVisionModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 55.8 | |
| LLaMA-3.2-VisionModel Size (Parameters)=90B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 55.4 | |
| GLM-4VModel Size (Parameters)=9B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 52.8 | |
| Mantis-Idefics2Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 47.7 | |
| mPLUG-Owl3Model Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 47.5 | |
| Math-PUMAModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 44.3 | |
| LLaVA-1.5Model Size (Parameters)=13B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 39.1 | |
| Math-LLaVAModel Size (Parameters)=13B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 38.2 | |
| LLaVA-1.5Model Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 37.1 | |
| BLIP2Model Size (Parameters)=3B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 33.9 | |
| InstructBLIPModel Size (Parameters)=3B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 33.5 | |
| G-LLaVAModel Size (Parameters)=13B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 29.2 | |
| MiniGPTv2Model Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 28.9 | |
| G-LLaVAModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 26.5 | |
| Random guessingModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 25 |