DAKTer jointly generates SAR oil spill images and soft labels with a diffusion model, using an SNR balancing factor and cross-entropy training, and distills these soft labels into segmentation models to improve performance under data scarcity.
Encoder-decoder with atrous separable convolution for semantic image segmentation
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Diffusion-based Data Augmentation and Knowledge Distillation with Generated Soft Labels Solving Data Scarcity Problems of SAR Oil Spill Segmentation
DAKTer jointly generates SAR oil spill images and soft labels with a diffusion model, using an SNR balancing factor and cross-entropy training, and distills these soft labels into segmentation models to improve performance under data scarcity.