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2026 顶会论文

作者位次 #9/9ICLR 2026Poster

Efficient Degradation-agnostic Image Restoration via Channel-Wise Functional Decomposition and Manifold Regularization

Bin Ren · Yawei Li · Xu Zheng · Yuqian Fu · Danda Pani Paudel · Hong Liu · Ming-Hsuan Yang · Luc Van Gool · Nicu Sebe

多模态效率与系统OpenReview

作者位次 #3/3ICLR 2026Poster· Computer Vision / Everything Else

Motion-Aligned Word Embeddings for Text-to-Motion Generation

Ke Han · Yueming Lyu · Nicu Sebe

对齐与偏好多模态OpenReview

作者位次 #4/4ICLR 2026Poster· General Machine Learning / Representation Learning

Proper Velocity Neural Networks

Ziheng Chen · Zihan Su · Bernhard Schölkopf · Nicu Sebe

可解释性OpenReview

作者位次 #5/5ICLR 2026Poster· Applications / Neuroscience, Cognitive Science

Riemannian High-Order Pooling for Brain Foundation Models

Chen Hu · Ziheng Chen · Rui Wang · Yefeng Zheng · Nicu Sebe

OpenReview

作者位次 #9/9ICLR 2026Poster· Computer Vision / Everything Else

Rethinking Expressivity and Degradation-Awareness in Attention for All-in-One Blind Image Restoration

Bin Ren · Runyi Yang · Qi Ma · Xu Zheng · Mengyuan Liu · Danda Pani Paudel · Luc Van Gool · Rita Cucchiara · Nicu Sebe

多模态理论与学习动力学OpenReview

作者位次 #4/4ICLR 2026Poster· General Machine Learning / Representation Learning

Fast and Stable Riemannian Metrics on SPD Manifolds via Cholesky Product Geometry

Ziheng Chen · Yue Song · Xiao-Jun Wu · Nicu Sebe

可解释性OpenReview

作者位次 #4/4ICLR 2026Poster· Deep Learning / Algorithms

Intrinsic Lorentz Neural Network

Xianglong Shi · Ziheng Chen · Yunhan Jiang · Nicu Sebe

OpenReview

作者位次 #6/6ICLR 2026Poster· Computer Vision / Image and Video Generation

Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals

Davide Lobba · Fulvio Sanguigni · Bin Ren · Marcella Cornia · Rita Cucchiara · Nicu Sebe

多模态OpenReview

作者位次 #6/7CVPR 2026Poster· Computer Vision & Pattern Recognition

TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation

Yan Shu · Bin Ren · Zhitong Xiong · Xiao Xiang Zhu · Begum Demir · Nicu Sebe · Paolo Rota

多模态推理OpenReview 项目页

作者位次 #6/8CVPR 2026Poster· Computer Vision & Pattern Recognition

Deconstructing the Failure of Ideal Noise Correction: A Three-Pillar Diagnosis

Chen Feng · Zhuo Zhi · Zhao Huang · Jiawei Ge · Ling Xiao · Nicu Sebe · Georgios Tzimiropoulos · Ioannis Patras

多模态OpenReview 项目页

作者位次 #7/11CVPR 2026Oral· Computer Vision & Pattern Recognition

Chorus: Multi-Teacher Pretraining for Holistic 3D Gaussian Scene Encoding

Yue Li · Qi Ma · Runyi Yang · Mengjiao Ma · Bin Ren · Nikola Popovic · Nicu Sebe · Theo Gevers · Luc Van Gool · Danda Pani Paudel · Martin R. Oswald

多模态数据与预训练代码OpenReview 项目页

作者位次 #6/7CVPR 2026Spotlight· Computer Vision & Pattern Recognition

The Devil Is in Gradient Entanglement: Energy-Aware Gradient Coordinator for Robust Generalized Category Discovery

Haiyang Zheng · Nan Pu · Yaqi Cai · Teng Long · Wenjing Li · Nicu Sebe · Zhun Zhong

多模态理论与学习动力学OpenReview 项目页

作者位次 #4/5CVPR 2026Poster· Computer Vision & Pattern Recognition

PoInit-of-View: Poisoning Initialization of Views Transfers Across Multiple 3D Reconstruction Systems

Weijie Wang · Songlong Xing · Zhengyu Zhao · Nicu Sebe · Bruno Lepri

多模态OpenReview 项目页

作者位次 #3/3CVPR 2026Poster· Computer Vision & Pattern Recognition

Hyperbolic Busemann Neural Networks

Ziheng Chen · Bernhard Schölkopf · Nicu Sebe

多模态OpenReview 项目页

作者位次 #4/4CVPR 2026Poster· Computer Vision & Pattern Recognition

Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models

Jinlong Li · Liyuan Jiang · Haonan Zhang · Nicu Sebe

多模态效率与系统OpenReview 项目页

作者位次 #5/6CVPR 2026Spotlight· Computer Vision & Pattern Recognition

Open-Vocabulary Domain Generalization in Urban-Scene Segmentation

Dong Zhao · Qi Zang · Nan Pu · Wenjing Li · Nicu Sebe · Zhun Zhong

多模态理论与学习动力学OpenReview 项目页

作者位次 #6/7CVPR 2026Poster· Computer Vision & Pattern Recognition

Generalizable Knowledge Distillation from Vision Foundation Models for Semantic Segmentation

Chonghua Lv · Dong Zhao · Shuang Wang · Dou Quan · Ning Huyan · Nicu Sebe · Zhun Zhong

多模态强化学习与后训练检索与知识OpenReview 项目页

作者位次 #6/8KDD 2026Oral· Knowledge Discovery & Data Mining

VideoExplorer: Advancing Long-Horizon Video Understanding via Hierarchical Orchestration

Huaying Yuan · Zheng Liu · Junjie Zhou · Hongjin Qian · Yan Shu · Nicu Sebe · Ji-Rong Wen · Zhicheng Dou

多模态检索与知识OpenReview

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

Masked Clustering Prediction for Unsupervised Point Cloud Pre-training

Bin Ren · Xiaoshui Huang · Mengyuan Liu · Hong Liu · Fabio Poiesi · Nicu Sebe · Guofeng Mei

数据与预训练OpenReview

作者位次 #5/6AAAI 2026Poster· Artificial Intelligence

Open-World Deepfake Attribution via Confidence-Aware Asymmetric Learning

Haiyang Zheng · Nan Pu · Wenjing Li · Teng Long · Nicu Sebe · Zhun Zhong

OpenReview

作者位次 #5/6AAAI 2026Poster· Artificial Intelligence

Wasserstein-Aligned Hyperbolic Multi-View Clustering

Rui Wang · Yuting Jiang · Xiaoqing Luo · Xiao-Jun Wu · Nicu Sebe · Ziheng Chen

对齐与偏好OpenReview

Nicu Sebe

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2026 顶会论文

Efficient Degradation-agnostic Image Restoration via Channel-Wise Functional Decomposition and Manifold Regularization

Motion-Aligned Word Embeddings for Text-to-Motion Generation

Proper Velocity Neural Networks

Riemannian High-Order Pooling for Brain Foundation Models

Rethinking Expressivity and Degradation-Awareness in Attention for All-in-One Blind Image Restoration

Fast and Stable Riemannian Metrics on SPD Manifolds via Cholesky Product Geometry

Intrinsic Lorentz Neural Network

Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals

TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation

Deconstructing the Failure of Ideal Noise Correction: A Three-Pillar Diagnosis

Chorus: Multi-Teacher Pretraining for Holistic 3D Gaussian Scene Encoding

The Devil Is in Gradient Entanglement: Energy-Aware Gradient Coordinator for Robust Generalized Category Discovery

PoInit-of-View: Poisoning Initialization of Views Transfers Across Multiple 3D Reconstruction Systems

Hyperbolic Busemann Neural Networks

Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models

Open-Vocabulary Domain Generalization in Urban-Scene Segmentation

Generalizable Knowledge Distillation from Vision Foundation Models for Semantic Segmentation

VideoExplorer: Advancing Long-Horizon Video Understanding via Hierarchical Orchestration

Masked Clustering Prediction for Unsupervised Point Cloud Pre-training

Open-World Deepfake Attribution via Confidence-Aware Asymmetric Learning

Wasserstein-Aligned Hyperbolic Multi-View Clustering

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