Topological Anomaly Detection Benchmark
2.3Precision @ IoU=0.3Qwen2.5-VL-3B
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen2.5-VL-3BSetting=5-shot2026.03 | 2.3 | 0.2 | 0.3 | 0.4 | 0 | 0.1 | 0 | 0 | 0 | 0 | |
| Qwen2-VL-7BSetting=1-shot2026.03 | 1.4 | 1.2 | 1.3 | 0.5 | 0.4 | 0.5 | 0.1 | 0 | 0 | 0.1 | |
| Qwen2-VL-7BSetting=5-shot2026.03 | 1 | 0.9 | 0.9 | 0.3 | 0.3 | 0.3 | 0 | 0 | 0 | 0.1 | |
| InternVL2-26BSetting=1-shot2026.03 | 1 | 0.2 | 0.3 | 0.4 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | |
| InternVL2-26BSetting=5-shot2026.03 | 0.9 | 0.5 | 0.6 | 0.3 | 0.2 | 0.2 | 0 | 0 | 0 | 0.1 | |
| Qwen2.5-VL-3BSetting=1-shot2026.03 | 0.7 | 0.1 | 0.1 | 0.3 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Qwen2-VL-7BSetting=3-shot2026.03 | 0.7 | 0.7 | 0.7 | 0.2 | 0.1 | 0.2 | 0 | 0 | 0 | 0 | |
| Qwen2.5-VL-3BSetting=3-shot2026.03 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| InternVL2-26BSetting=3-shot2026.03 | 0.2 | 0.2 | 0.2 | 0.1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | |
| Qwen2-VL-7BSetting=ZS2026.03 | 0.1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Qwen2.5-VL-3BSetting=ZS2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| InternVL2-26BSetting=ZS2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |