Anomaly Detection on VisAnomBench
576True Positives (TP)VisAnomReasoner
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VisAnomReasonerNumber of Parameters=7B2026.05 | 576 | 223 | 183 | 72.09 | 75.88 | 73.94 | 25.35 | |
| VisAnomReasonerNumber of Parameters=3B2026.05 | 564 | 240 | 195 | 70.15 | 74.3 | 72.17 | 27.07 | |
| Qwen2.5-VL-7BNumber of Parameters=7B2026.05 | 517 | 1,784 | 242 | 22.47 | 68.12 | 33.79 | 14.04 | |
| LLM-TSADBase Model=GPT-4o2026.05 | 477 | 5,621 | 282 | 7.82 | 66.53 | 14 | 20.81 | |
| LLaMA-4-MaverickNumber of Parameters=17B2026.05 | 442 | 1,128 | 317 | 28.15 | 58.23 | 37.96 | 12.92 | |
| VLM4TSBase Model=GPT-4o2026.05 | 435 | 642 | 324 | 40.39 | 57.31 | 47.39 | 17.94 | |
| IForest2026.05 | 362 | 378 | 397 | 48.92 | 47.69 | 48.3 | 20.53 | |
| LLMADBase Model=GPT-4o2026.05 | 349 | 402 | 410 | 46.47 | 45.98 | 46.23 | 17.31 | |
| Sub-PCA2026.05 | 329 | 411 | 430 | 44.46 | 43.35 | 43.9 | 17.41 | |
| Matrix Profile2026.05 | 290 | 450 | 469 | 39.19 | 38.21 | 38.69 | 8.33 | |
| Grok-4-FastNumber of Parameters=314B2026.05 | 242 | 837 | 517 | 22.43 | 31.88 | 26.33 | 3.26 | |
| ChronosNumber of Parameters=120M2026.05 | 200 | 538 | 559 | 27.1 | 26.35 | 26.72 | 2.27 | |
| TimesFMNumber of Parameters=200M2026.05 | 196 | 543 | 563 | 26.52 | 25.82 | 26.17 | 2.03 | |
| AnomLLMBase Model=GPT-4o2026.05 | 149 | 862 | 610 | 14.74 | 19.63 | 16.84 | 4.04 | |
| Idefics3-8BNumber of Parameters=8B2026.05 | 123 | 2,057 | 636 | 5.64 | 16.21 | 8.37 | 2.25 | |
| SmolVLM-7BNumber of Parameters=7B2026.05 | 49 | 1,416 | 710 | 3.34 | 6.46 | 4.41 | 1.29 | |
| LLaVA-7BNumber of Parameters=7B2026.05 | 9 | 523 | 750 | 1.69 | 1.19 | 1.39 | 0.23 |