LoRA-adapted diffusion models generate synthetic data that boosts rare-class recall and F1 in chest X-ray pathology classification and industrial crack detection when only 20-50 real examples are available.
Roentgen: Vision-language founda- tion model for chest x-ray generation.arXiv
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Few-Shot Synthetic Data Generation with Diffusion Models for Downstream Vision Tasks
LoRA-adapted diffusion models generate synthetic data that boosts rare-class recall and F1 in chest X-ray pathology classification and industrial crack detection when only 20-50 real examples are available.