GmNet: Revisiting Gating Mechanisms From A Frequency View
Yifan Wang · Xu Ma · Yitian Zhang · Yizhou Wang · Zhongruo Wang · Sung-Cheol Kim · Vahid Mirjalili · Vidya Renganathan · Yun Fu
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Yifan Wang · Xu Ma · Yitian Zhang · Yizhou Wang · Zhongruo Wang · Sung-Cheol Kim · Vahid Mirjalili · Vidya Renganathan · Yun Fu
Xu Ma · Yitian Zhang · Yun Fu
The recent surge of interest in unified Multimodal Large Language Models (MLLMs) has catalyzed rapid progress toward general-purpose generation and understanding across different modalities. Despite the remarkable advancements, the field lacks a systematic and cohesive framework that connects the...
Qihua Dong · Ruozhen He · Junwen Chen · Yizhou Wang · Xu Ma · Songyao Jiang · Yun Fu
Advanced chart question answering requires both precise perception of small visual elements and multi-step reasoning across several subplots. While existing MLLMs are strong at understanding single plots, they often struggle with multi-step reasoning across multiple subplots. We propose HierVA, a...