Object Detection on GDXray+ (test)
94.77Precision (Overall)InsightX Agent
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| InsightX AgentComponents=SDMSD and EGR, Optimizer=AdamW, Batch size=16, Epochs=1002025.07 | 94.77 | 91.49 | 95.83 | 97.8 | 98.38 | 97.08 | 98.62 | 100 | 96.54 | |
| YOLOX-sType=single-stage detector2025.07 | 94.61 | 89.62 | 96.68 | 98.38 | 96.93 | 93.45 | 98.54 | 100 | 95.76 | |
| DINOBackbone=ResNet-50, Config=4-scale processing, Type=transformer-based detection2025.07 | 90.31 | 87.14 | 90.25 | 95.06 | 98.91 | 98.5 | 98.57 | 100 | 94.41 | |
| PVTv2Framework=RetinaNet, Type=pyramid vision transformer architecture2025.07 | 89.78 | 85.23 | 90.61 | 95.51 | 96.37 | 92.03 | 98.52 | 100 | 92.96 | |
| Faster R-CNNBackbone=ResNet-50, Neck=Feature Pyramid Network (FPN), Type=two-stage detection architecture2025.07 | 88.19 | 82.94 | 87.71 | 95.78 | 91.33 | 88.49 | 90.18 | 94.68 | 89.73 | |
| Deformable DETRBackbone=ResNet-50, Mechanism=deformable attention, Type=detection transformer2025.07 | 81.77 | 75.52 | 83.24 | 88.99 | 92.05 | 89.18 | 91.57 | 96.64 | 86.61 |