Tooth Counting on Dental Arch Dataset
3.486Absolute Error (AE)Qwen3-VL-235B-A22B
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen3-VL-235B-A22BCategory(Mode)=Thinking2025.11 | 3.486 | 21.863 | 78.137 | 11.181 | 10.682 | |
| Qwen3-VL-30B-A3BCategory(Mode)=Thinking2025.11 | 3.698 | 22.517 | 77.483 | 11.809 | 10.708 | |
| Qwen3-VL-235B-A22BCategory(Mode)=Non-Thinking2025.11 | 3.721 | 25.121 | 74.879 | 12.847 | 12.274 | |
| GLM-4.5VCategory(Mode)=Thinking2025.11 | 3.824 | 22.974 | 77.026 | 12.086 | 10.888 | |
| doubao-seed-1-6 (vision)Category(Mode)=Thinking2025.11 | 3.917 | 23.356 | 76.644 | 12.476 | 10.88 | |
| Qwen3-VL-30B-A3BCategory(Mode)=Non-Thinking2025.11 | 3.926 | 25.345 | 74.655 | 13.292 | 12.053 | |
| VLM Aggregate (4 models)Category(Mode)=Thinking2025.11 | 3.95 | 24.601 | 75.399 | 12.892 | 11.709 | |
| VLM Aggregate (4 models)Category(Mode)=Non-Thinking2025.11 | 3.966 | 25.918 | 74.082 | 13.582 | 12.336 | |
| GLM-4.5VCategory(Mode)=Non-Thinking2025.11 | 4.051 | 26.748 | 73.252 | 14.072 | 12.676 | |
| doubao-seed-1-6 (vision)Category(Mode)=Non-Thinking2025.11 | 4.168 | 26.459 | 73.541 | 14.134 | 12.325 | |
| YOLOv5Category(Mode)=Supervised Det./Seg.2025.11 | 8.954 | 27.981 | 72.019 | 14.665 | 13.316 | |
| Prompted VLMCategory(Mode)=VLM-based Reasoning2025.11 | 9.756 | 30.481 | 69.519 | 15.975 | 14.506 | |
| Demirjian staging pipelineCategory(Mode)=Deep Stage Class.2025.11 | 11.514 | 35.983 | 64.017 | 18.859 | 17.124 |