Anomaly Type Classification on M3-AD Average across scenes
52.7Type ScoreQWEN-3-VL-INSTRUCT
Evaluation Results
| Method | Links | |
|---|---|---|
| QWEN-3-VL-INSTRUCTCategory=RA-MONITOR, Param=4B2026.02 | 52.7 | |
| QWEN-3-VL-INSTRUCTCategory=RA-MONITOR, Param=8B2026.02 | 51.2 | |
| GPT-5.1-MINICategory=COMMERCIAL, Param=/2026.02 | 49.8 | |
| GEMINI-2.5-FLASH-LITECategory=COMMERCIAL, Param=/2026.02 | 44.4 | |
| GPT-5.1-NANOCategory=COMMERCIAL, Param=/2026.02 | 37.4 | |
| QWEN-3-VL-INSTRUCTCategory=OPEN-SOURCE, Param=32B2026.02 | 36.8 | |
| INTERN-VL-3.5Category=OPEN-SOURCE, Param=4B2026.02 | 36.2 | |
| QWEN-3-VL-THINKINGCategory=THINKING, Param=4B2026.02 | 34.9 | |
| QWEN-3-VL-THINKINGCategory=THINKING, Param=8B2026.02 | 34.2 | |
| INTERN-VL-3.5Category=OPEN-SOURCE, Param=8B2026.02 | 32.7 | |
| QWEN-3-VL-INSTRUCTCategory=OPEN-SOURCE, Param=4B2026.02 | 32.6 | |
| QWEN-3-VL-INSTRUCTCategory=OPEN-SOURCE, Param=8B2026.02 | 27.1 | |
| QWEN-2.5-VL-INSTRUCTCategory=OPEN-SOURCE, Param=72B2026.02 | 25.5 | |
| LLAVA-ONEVISION-SICategory=OPEN-SOURCE, Param=7B2026.02 | 24.2 | |
| QWEN-2.5-VL-INSTRUCTCategory=OPEN-SOURCE, Param=7B2026.02 | 22.5 | |
| ANOMALY-R1Category=OPEN-SOURCE, Param=3B2026.02 | 20.6 | |
| QWEN-2.5-VL-INSTRUCTCategory=OPEN-SOURCE, Param=3B2026.02 | 20.3 | |
| QWEN-2-VL-INSTRUCTCategory=OPEN-SOURCE, Param=7B2026.02 | 16.9 | |
| QWEN-2-VL-INSTRUCTCategory=OPEN-SOURCE, Param=2B2026.02 | 1.2 |