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2026 顶会论文

作者位次 #5/9ICLR 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 #6/9ICLR 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 #12/12ICLR 2026Poster· Computer Vision / Vision Models & Multimodal

EgoNight: Towards Egocentric Vision Understanding at Night with a Challenging Benchmark

Deheng Zhang · Yuqian Fu · Runyi Yang · Yang Miao · Tianwen Qian · Xu Zheng · Guolei Sun · Ajad Chhatkuli · Xuanjing Huang · Yu-Gang Jiang · Luc Van Gool · Danda Pani Paudel

多模态评测与基准OpenReview

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

ConceptPose: Training-Free Zero-Shot Object Pose Estimation using Concept Vectors

Liming Kuang · Yordanka Velikova · Mahdi Saleh · Jan-Nico Zaech · Danda Pani Paudel · Benjamin Busam

多模态OpenReview 项目页

作者位次 #10/11CVPR 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 #7/7CVPR 2026Poster· Computer Vision & Pattern Recognition

SPEAR-1: Scaling Beyond Robot Demonstrations via 3D Understanding

Nikolay Nikolov · Giuliano Albanese · Sombit Dey · Aleksandar Yanev · Luc Van Gool · Jan-Nico Zaech · Danda Pani Paudel

多模态OpenReview 项目页

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

FireScope: Wildfire Risk Raster Prediction With a Chain-of-Thought Oracle

Mario Markov · Stefan Ailuro · Luc Van Gool · Konrad Schindler · Danda Pani Paudel

推理多模态OpenReview 项目页

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

V^2-SAM: Marrying SAM2 with Multi-Prompt Experts for Cross-View Object Correspondence

Jiancheng Pan · Runze Wang · Tianwen Qian · Mohammad Mahdi · Yanwei Fu · Xiangyang Xue · Xiaomeng Huang · Luc Van Gool · Danda Pani Paudel · Yuqian Fu

多模态OpenReview 项目页

作者位次 #7/9CVPR 2026Spotlight· Computer Vision & Pattern Recognition

EgoSound: Benchmarking Sound Understanding in Egocentric Videos

Bingwen Zhu · Yuqian Fu · Qiaole Dong · Guolei Sun · Tianwen Qian · Yuzheng Wu · Danda Pani Paudel · Yanwei Fu · Xiangyang Xue

多模态评测与基准OpenReview 项目页

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

ProOOD: Prototype-Guided Out-of-Distribution 3D Occupancy Prediction

Yuheng Zhang · Mengfei Duan · Kunyu Peng · Yuhang Wang · Di Wen · Danda Pani Paudel · Luc Van Gool · Kailun Yang

多模态OpenReview 项目页

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

Inferring Compositional 4D Scenes without Ever Seeing One

Ahmet Berke Gökmen · Ajad Chhatkuli · Luc Van Gool · Danda Pani Paudel

多模态长上下文与架构OpenReview 项目页

作者位次 #6/8AAAI 2026Poster· Artificial Intelligence

EgoCross: Benchmarking Multimodal Large Language Models for Cross-Domain Egocentric Video Question Answering

Yanjun Li · Yuqian Fu · Tianwen Qian · Qi'ao Xu · Silong Dai · Danda Pani Paudel · Luc Van Gool · Xiaoling Wang

多模态评测与基准检索与知识OpenReview

作者位次 #3/5AAAI 2026Poster· Artificial Intelligence

Autonomous Vehicle Path Planning by Searching with Differentiable Simulation

Asen Nachkov · Jan-Nico Zaech · Danda Pani Paudel · Xi Wang · Luc Van Gool

推理检索与知识社会与人本OpenReview

作者位次 #2/5AAAI 2026Poster· Artificial Intelligence

Unlocking Efficient Vehicle Dynamics Modeling via Analytic World Models

Asen Nachkov · Danda Pani Paudel · Jan-Nico Zaech · Davide Scaramuzza · Luc Van Gool

效率与系统OpenReview

Danda Pani Paudel

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2026 顶会论文

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

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

EgoNight: Towards Egocentric Vision Understanding at Night with a Challenging Benchmark

ConceptPose: Training-Free Zero-Shot Object Pose Estimation using Concept Vectors

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

SPEAR-1: Scaling Beyond Robot Demonstrations via 3D Understanding

FireScope: Wildfire Risk Raster Prediction With a Chain-of-Thought Oracle

V^2-SAM: Marrying SAM2 with Multi-Prompt Experts for Cross-View Object Correspondence

EgoSound: Benchmarking Sound Understanding in Egocentric Videos

ProOOD: Prototype-Guided Out-of-Distribution 3D Occupancy Prediction

Inferring Compositional 4D Scenes without Ever Seeing One

EgoCross: Benchmarking Multimodal Large Language Models for Cross-Domain Egocentric Video Question Answering

Autonomous Vehicle Path Planning by Searching with Differentiable Simulation

Unlocking Efficient Vehicle Dynamics Modeling via Analytic World Models

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