HalfV disentangles MLLM visual redundancy into universal IVR and architecture-dependent SSR via a three-stage lifecycle, delivering 4.1x FLOPs speedup with 96.8% performance retention on Qwen25-VL.
InAAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25 - March 4, 2025, Philadelphia, PA, USA, pages 22128– 22136
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From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration
HalfV disentangles MLLM visual redundancy into universal IVR and architecture-dependent SSR via a three-stage lifecycle, delivering 4.1x FLOPs speedup with 96.8% performance retention on Qwen25-VL.