AIWalker
AIWalker
Sep 23, 2025 · Artificial Intelligence

DIDB‑ViT Achieves SOTA Binary ViT Results, Outperforms Full‑Precision ResNet‑34 on ADE20K

The paper introduces DIDB‑ViT, a high‑fidelity differential‑information‑driven binary Vision Transformer that closes the performance gap with full‑precision models while keeping the original ViT architecture, and demonstrates state‑of‑the‑art results on image classification and ADE20K segmentation, even surpassing full‑precision ResNet‑34.

binary neural networksedge deploymentimage segmentation
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DIDB‑ViT Achieves SOTA Binary ViT Results, Outperforms Full‑Precision ResNet‑34 on ADE20K