SAR Image Object Detection Based on Cascaded Denoising and Counterfactual Self-Distillation
To enhance discriminative target feature extraction, CDC-DETR incorporates a counterfactual self-distillation mechanism that derives counterfactual information from deformable attention maps and guides self-correction during training, thereby preventing the loss of semantic cues in background–target coupled regions.