Object Anomaly Detection on Landslide
84AccuracyGraphLogDebugger
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphLogDebuggerGFLOPs=19.7, Throughput (it/s)=1334.13 ± 108.402025.12 | 84 | 79.8 | 92.9 | 85.8 | |
| MLPGFLOPs=5.58, Throughput (it/s)=5391.0 ± 328.02025.12 | 83.1 | 84.2 | 84.1 | 83.8 | |
| RAGBackbone=GPT-oss-20b, k (retrieved examples)=10, GFLOPs=~ 10^4, Throughput (it/s)=0.166 ± 0.0082025.12 | 62.3 | 72.3 | 39.7 | 51.1 | |
| RAGBackbone=GPT-oss-20b, k (retrieved examples)=5, GFLOPs=~ 10^4, Throughput (it/s)=0.155 ± 0.1362025.12 | 61.1 | 70.1 | 38.9 | 49.5 | |
| RAGBackbone=Llama3-70b, k (retrieved examples)=10, GFLOPs=~ 10^5, Throughput (it/s)=0.321 ± 0.1932025.12 | 55.1 | 90.4 | 11.9 | 20.8 | |
| RAGBackbone=Llama3-70b, k (retrieved examples)=5, GFLOPs=~ 10^5, Throughput (it/s)=0.355 ± 0.0442025.12 | 54.3 | 94.4 | 9.5 | 16.8 |