SWARD introduces stochastic windowed attention distillation and prototype discriminative regularization to improve cross-architecture knowledge transfer from transformers to CNNs for semantic segmentation.
FCKDNet: A feature condensation knowledge distillation network for semantic segmentation.Entropy, 25 (1):125, 2023
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SWARD: Stochastic Window-Attention-Based Relational Distillation for Cross-Architectural Semantic Segmentation
SWARD introduces stochastic windowed attention distillation and prototype discriminative regularization to improve cross-architecture knowledge transfer from transformers to CNNs for semantic segmentation.