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20232026
most citedMultimodal Large Language Models for Medicine: A Comprehensive Survey

3 citations · 3 across the 10 of their papers we have counts for

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8 papers · 1 filter

cs.CV2026

Modality Gap-Driven Subspace Alignment Training Paradigm For Multimodal Large Language Models

Xiaomin Yu, Yi Xin, Yuhui Zhang +12

Despite the success of multimodal contrastive learning in aligning visual and linguistic representations, a persistent geometric anomaly, the Modality Gap, remains: embeddings of d…

cs.CV2026

ReactionMamba: Generating Short & Long Human Reaction Sequences

Hajra Anwar Beg, Baptiste Chopin, Hao Tang +1

We present ReactionMamba, a novel framework for generating long 3D human reaction motions. Reaction-Mamba integrates a motion VAE for efficient motion encoding with Mamba-based sta…

cs.CV2025

Resolving Task Objective Conflicts in Unified Model via Task-Aware Mixture-of-Experts

Jiaxing Zhang, Hao Tang

Unified multimodal large language models (MLLMs) based on end-to-end autoregressive (AR) transformers effectively integrate both understanding and generation tasks within a single…

cs.CV2025

Token-Shuffle: Towards High-Resolution Image Generation with Autoregressive Models

Xu Ma, Peize Sun, Haoyu Ma +22

Autoregressive (AR) models, long dominant in language generation, are increasingly applied to image synthesis but are often considered less competitive than Diffusion-based models.…

cs.CV2025

CustomVideoX: 3D Reference Attention Driven Dynamic Adaptation for Zero-Shot Customized Video Diffusion Transformers

D. She, Mushui Liu, Jingxuan Pang +9

Customized generation has achieved significant progress in image synthesis, yet personalized video generation remains challenging due to temporal inconsistencies and quality degrad…

cs.CV2024

PolSAM: Polarimetric Scattering Mechanism Informed Segment Anything Model

Yuqing Wang, Zhongling Huang, Shuxin Yang +4

PolSAR data presents unique challenges due to its rich and complex characteristics. Existing data representations, such as complex-valued data, polarimetric features, and amplitude…