Image Classification on Ceramic Insulator Defect (test)
73.9Test F1 ScoreProposed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proposedtraining_data_split=10% real + 3× synthetic, backbone=ResNet-18, conditioning=dual-reference, verification=human verification, selection_strategy=embedding-based2026.03 | 73.9 | 0.124 | |
| DreamBoothtraining_data_split=10% real + synthetic, backbone=ResNet-18, generative_model=Stable Diffusion 2.12026.03 | 62.2 | 0.007 | |
| Real-onlytraining_data_split=10%, backbone=ResNet-182026.03 | 61.5 | — | |
| RandAugmenttraining_data_split=10%, backbone=ResNet-182026.03 | 57.8 | -0.037 | |
| CLIPmode=zero-shot2026.03 | 42.9 | -0.186 |