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cs.CV 1

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2025 1

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EDITS: Enhancing Dataset Distillation with Implicit Textual Semantics

cs.CV · 2025-09-17 · unverdicted · novelty 6.0

EDITS improves dataset distillation by fusing VLM-generated textual semantics with image features via Global Semantic Query and Local Semantic Awareness modules, then applying Dual Prototype Guidance with an LLM and diffusion model to synthesize compact datasets.

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  • EDITS: Enhancing Dataset Distillation with Implicit Textual Semantics cs.CV · 2025-09-17 · unverdicted · none · ref 6

    EDITS improves dataset distillation by fusing VLM-generated textual semantics with image features via Global Semantic Query and Local Semantic Awareness modules, then applying Dual Prototype Guidance with an LLM and diffusion model to synthesize compact datasets.