Anomaly Type Classification on M3-AD Workpiece Scene
52.2Type ProportionQWEN-3-VL-INSTRUCT
Evaluation Results
| Method | Links | |
|---|---|---|
| QWEN-3-VL-INSTRUCTCategory=RA-MONITOR, Param=8B2026.02 | 52.2 | |
| QWEN-3-VL-INSTRUCTCategory=RA-MONITOR, Param=4B2026.02 | 49.8 | |
| GPT-5.1-MINICategory=COMMERCIAL, Param=/2026.02 | 48.1 | |
| GEMINI-2.5-FLASH-LITECategory=COMMERCIAL, Param=/2026.02 | 42.2 | |
| QWEN-3-VL-INSTRUCTCategory=OPEN-SOURCE, Param=32B2026.02 | 39.9 | |
| QWEN-3-VL-INSTRUCTCategory=OPEN-SOURCE, Param=4B2026.02 | 38.5 | |
| GPT-5.1-NANOCategory=COMMERCIAL, Param=/2026.02 | 35.6 | |
| INTERN-VL-3.5Category=OPEN-SOURCE, Param=4B2026.02 | 34.6 | |
| QWEN-3-VL-THINKINGCategory=THINKING, Param=8B2026.02 | 33.3 | |
| INTERN-VL-3.5Category=OPEN-SOURCE, Param=8B2026.02 | 32 | |
| QWEN-3-VL-THINKINGCategory=THINKING, Param=4B2026.02 | 30.2 | |
| QWEN-3-VL-INSTRUCTCategory=OPEN-SOURCE, Param=8B2026.02 | 28.9 | |
| QWEN-2.5-VL-INSTRUCTCategory=OPEN-SOURCE, Param=72B2026.02 | 26.9 | |
| QWEN-2.5-VL-INSTRUCTCategory=OPEN-SOURCE, Param=7B2026.02 | 20.9 | |
| LLAVA-ONEVISION-SICategory=OPEN-SOURCE, Param=7B2026.02 | 18.6 | |
| ANOMALY-R1Category=OPEN-SOURCE, Param=3B2026.02 | 17.8 | |
| QWEN-2.5-VL-INSTRUCTCategory=OPEN-SOURCE, Param=3B2026.02 | 15.9 | |
| QWEN-2-VL-INSTRUCTCategory=OPEN-SOURCE, Param=7B2026.02 | 14.9 | |
| QWEN-2-VL-INSTRUCTCategory=OPEN-SOURCE, Param=2B2026.02 | 1.9 |