Geometric Perception on GePBench Easy 1.0
99.4Existence AccuracyHuman
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HumanModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 99.4 | 99.8 | 99.2 | 98.4 | 99.9 | 99.6 | |
| GPT-5.2Model Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 85 | 85.1 | 29 | 74.6 | 91.2 | 84.8 | |
| Qwen3-VLModel Size (Parameters)=235B-A22B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 84.1 | 85.5 | 54.9 | 83.6 | 87.6 | 90.7 | |
| InternVL3Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 80 | 73.4 | 22.8 | 67.1 | 81.8 | 81 | |
| Gemini-2.5-proModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 79 | 77.8 | 73.1 | 80.3 | 86.1 | 88.2 | |
| Qwen3.5Model Size (Parameters)=397B-A17B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 78.5 | 81.6 | 65.3 | 85 | 89.8 | 87.3 | |
| GPT-4oModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 77.4 | 70.5 | 16.1 | 61.5 | 88.3 | 84.8 | |
| Qwen3-VLModel Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 77.4 | 83.1 | 22.4 | 63.8 | 86.9 | 89.5 | |
| InternVL2.5Model Size (Parameters)=78B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 76.9 | 81.2 | 21.8 | 70.4 | 92 | 84.4 | |
| Qwen2.5-VLModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 75.4 | 76.8 | 15.5 | 70 | 86.9 | 82.3 | |
| InternVL3Model Size (Parameters)=78B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 75.4 | 76.3 | 50.3 | 65.7 | 86.1 | 84.8 | |
| LLaVA-OneVisionModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 73.3 | 78.7 | 24.4 | 53.1 | 93.4 | 84.8 | |
| Qwen2.5-VLModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 71.8 | 75.4 | 25.9 | 68.5 | 81 | 78.9 | |
| Qwen3.5Model Size (Parameters)=9B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 70.8 | 82.1 | 23.8 | 81.2 | 90.5 | 85.2 | |
| Qwen2-VLModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 70.3 | 75.4 | 22.8 | 77 | 84.7 | 81 | |
| Qwen2-VLModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 67.2 | 80.2 | 20.2 | 60.6 | 78.8 | 76.8 | |
| QVQ-previewModel Size (Parameters)=72B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 67.2 | 67.6 | 22.3 | 49.8 | 73 | 73.8 | |
| MiniCPM-V-2.6Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 64.1 | 73.9 | 31.1 | 45.5 | 75.2 | 74.3 | |
| LLaMA-3.2-VisionModel Size (Parameters)=90B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 62.6 | 72 | 13 | 49.3 | 69.3 | 82.7 | |
| LLaVA-OneVisionModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 62.6 | 74.9 | 26.9 | 53.1 | 74.5 | 72.2 | |
| InternVL2.5Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 61.5 | 72.9 | 17.1 | 61.5 | 55.5 | 80.2 | |
| GLM-4VModel Size (Parameters)=9B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 54.9 | 72.9 | 20.7 | 44.6 | 83.2 | 70.9 | |
| Mantis-Idefics2Model Size (Parameters)=8B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 54.4 | 64.3 | 17.6 | 43.7 | 67.2 | 62 | |
| mPLUG-Owl3Model Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 53.3 | 66.2 | 15.5 | 34.7 | 62 | 69.6 | |
| Math-LLaVAModel Size (Parameters)=13B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 46.2 | 40.6 | 12.4 | 33.3 | 56.2 | 59.5 | |
| Math-PUMAModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 42.1 | 56 | 31.6 | 22.1 | 59.9 | 74.3 | |
| LLaVA-1.5Model Size (Parameters)=13B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 41.5 | 55.6 | 5.7 | 40.4 | 36.5 | 69.6 | |
| InstructBLIPModel Size (Parameters)=3B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 36.9 | 23.2 | 21.2 | 27.7 | 54.7 | 49.4 | |
| BLIP2Model Size (Parameters)=3B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 35.4 | 18.4 | 26.9 | 27.2 | 48.2 | 52.3 | |
| LLaVA-1.5Model Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 33.8 | 44.4 | 20.2 | 41.3 | 36.5 | 67.5 | |
| Random guessingModel Size (Parameters)=-, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 25 | 25 | 25 | 25 | 25 | 25 | |
| MiniGPTv2Model Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 24.6 | 35.3 | 21.2 | 31.5 | 27.7 | 38.8 | |
| G-LLaVAModel Size (Parameters)=7B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 23.6 | 22.2 | 20.2 | 26.8 | 29.2 | 42.6 | |
| G-LLaVAModel Size (Parameters)=13B, Zero-shot manner=true, Temperature=0, Image Resolution=640x6402024.12 | 23.6 | 31.4 | 26.9 | 25.4 | 36.5 | 39.2 |