Research

Publications

Papers published at top conferences and journals.

ICLR 2026 8 papers
Efficient Degradation-agnostic Image Restoration via Channel-Wise Functional Decomposition and Manifold Regularization

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

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

Intrinsic Lorentz Neural Network

Intrinsic Lorentz Neural Network

Xianglong Shi, Ziheng Chen, Yunhan Jiang, Nicu Sebe
Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals

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

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

Ke Han, Yueming Lyu, Nicu Sebe
Proper Velocity Neural Networks

Proper Velocity Neural Networks

Ziheng Chen, Zihan Su, Bernhard Schölkopf, Nicu Sebe
Rethinking Expressivity and Degradation-Awareness in Attention for All-in-One Blind Image Restoration

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
Riemannian High-Order Pooling for Brain Foundation Models

Riemannian High-Order Pooling for Brain Foundation Models

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

3DV

2026 1 paper
Dense Motion Captioning

Dense Motion Captioning

WACV

2026 2 papers
Reverse Personalization

Reverse Personalization

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Safe Vision-Language Models via Unsafe Weights Manipulation

Safe Vision-Language Models via Unsafe Weights Manipulation

Moreno D'Incà, Elia Peruzzo, Xingqian Xu, Humphrey Shi, Nicu Sebe, Massimiliano Mancini
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AAAI 2026 3 papers

Masked Clustering Prediction for Unsupervised Point Cloud Pre-training

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

Open-World Deepfake Attribution via Confidence-Aware Asymmetric Learning

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

Wasserstein-Aligned Hyperbolic Multi-View Clustering

Rui Wang, Yuting Jiang, Xiaoqing Luo, Xiaojun Wu, Nicu Sebe, Ziheng Chen

IEEE PAMI

2026 3 papers

A Unified Masked Jigsaw Puzzle Framework for Vision and Language Models

Weixin Ye, Wei Wang, Yahui Liu, Yue Song, Bin Ren, Wei Bi, Rita Cucchiara, Nicu Sebe

Consistency-Aware Anchor Pyramid Network for Crowd Localization

Xinyan Liu, Guorong Li, Yuankai Qi, Zhenjun Han, Anton van den Hengel, Nicu Sebe, Ming-Hsuan Yang, Qingming Huang

H2OT: Hierarchical Hourglass Tokenizer for Efficient Video Pose Transformers

Wenhao Li, Mengyuan Liu, Hong Liu, Pichao Wang, Shijian Lu, Nicu Sebe