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2026 顶会论文

作者位次 #2/3NeurIPS 2026Poster

MemoryFusion: Cross-Temporal Memory Learning for Multimodal Video Fusion

Gong Meiqi · Hao Zhang · Jiayi Ma

多模态检索与知识OpenReview

一作NeurIPS 2026Poster

G2Fusion: Geometric-to-Generative Image Fusion via Registration-Restoration Evolution

Hao Zhang · Douyu Wu · Han Xu · Linfeng Tang · Qiwen Jin · Jiayi Ma

多模态OpenReview

作者位次 #4/6NeurIPS 2026Poster

PIU-CR: Physics-Informed Deep Unfolding Network with SAR-Optical Image Fusion for Cloud Removal

Gengque Fan · Han Xu · Junxi Li · Hao Zhang · Guangcan Liu · Jiayi Ma

多模态OpenReview

一作CVPR 2026Poster· Computer Vision & Pattern Recognition

ReCoFuse: Ultra-Robust Image Fusion via Restorative Multi-Modal Diffusion Reciprocal Coupling

Hao Zhang · Shuhan Yang · Linfeng Tang · Xunpeng Yi · Jiayi Ma

多模态OpenReview 项目页

作者位次 #9/10CVPR 2026Poster· Computer Vision & Pattern Recognition

VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion

Linfeng Tang · Yeda Wang · Meiqi Gong · Zizhuo Li · Yuxin Deng · Xunpeng Yi · Chunyu Li · Han Xu · Hao Zhang · Jiayi Ma

多模态OpenReview 项目页

一作CVPR 2026Poster· Computer Vision & Pattern Recognition

MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement

Hao Zhang · Yanping Zha · Zizhuo Li · Meiqi Gong · Jiayi Ma

多模态强化学习与后训练OpenReview 项目页

作者位次 #5/6ACL 2026Poster· Natural Language Processing

Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation

Wei-Cheng Tseng · Xuanru Zhou · Mingyue Huo · Yiwen Shao · Hao Zhang · Dong Yu

摘要

Audio-language pretraining (ALP) holds promise for learning general-purpose audio representation, yet remains underexplored. Crucially, there is no consensus on whether audio–language models can build effective general-purpose audio encoders, nor a systematic understanding of how pretraining obje...

多模态数据与预训练可解释性OpenReview 项目页

作者位次 #4/5AAAI 2026Poster· Artificial Intelligence

SGPFeat: Semantic and Geometric Priors for Multi-modal Image Matching

Yuxin Deng · Botian Wang · Kaining Zhang · Hao Zhang · Jiayi Ma

多模态OpenReview

作者位次 #6/7AAAI 2026Poster· Artificial Intelligence

Diff-NAT: Better Naturalistic and Aggressive Adversarial Attacks via Class-Optimized Diffusion for Object Detection

Qinglong Yan · Tong Zou · Xunpeng Yi · Xinyu Xiang · Xuying Wu · Hao Zhang · Jiayi Ma

安全OpenReview

一作AAAI 2026Poster· Artificial Intelligence

Robust Fusion Controller: Degradation-Aware Image Fusion with Fine-Grained Language Instructions

Hao Zhang · Yanping Zha · Qingwei Zhuang · Zhenfeng Shao · Jiayi Ma

多模态OpenReview

Hao Zhang

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2026 顶会论文

MemoryFusion: Cross-Temporal Memory Learning for Multimodal Video Fusion

G2Fusion: Geometric-to-Generative Image Fusion via Registration-Restoration Evolution

PIU-CR: Physics-Informed Deep Unfolding Network with SAR-Optical Image Fusion for Cloud Removal

ReCoFuse: Ultra-Robust Image Fusion via Restorative Multi-Modal Diffusion Reciprocal Coupling

VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion

MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement

Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation

SGPFeat: Semantic and Geometric Priors for Multi-modal Image Matching

Diff-NAT: Better Naturalistic and Aggressive Adversarial Attacks via Class-Optimized Diffusion for Object Detection

Robust Fusion Controller: Degradation-Aware Image Fusion with Fine-Grained Language Instructions

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