SAFE-DiT accelerates DiT inference at high resolutions by eliding mask-induced dispatch tax in attention while preserving semantics via selective scheduling, delivering up to 5x speedup and large memory savings with visual quality maintained.
SDiT: Semantic region-adaptive for diffusion transformers.arXiv preprint arXiv:2601.12283, 2026
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SAFE-DiT: Semantics-Aware Fast-path Execution for High-Resolution Diffusion Transformers
SAFE-DiT accelerates DiT inference at high resolutions by eliding mask-induced dispatch tax in attention while preserving semantics via selective scheduling, delivering up to 5x speedup and large memory savings with visual quality maintained.