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

PDF
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
PDF
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
NeurIPS 2025 7 papers
ConViS-Bench: Estimating Video Similarity Through Semantic Concepts

ConViS-Bench: Estimating Video Similarity Through Semantic Concepts

ImageNet-trained CNNs are not biased towards texture: Revisiting feature reliance through controlled suppression
Oral

ImageNet-trained CNNs are not biased towards texture: Revisiting feature reliance through controlled suppression

Tom Burgert, Oliver Stoll, Paolo Rota, Begüm Demir
Increasing the Utility of Synthetic Images through Chamfer Guidance

Increasing the Utility of Synthetic Images through Chamfer Guidance

Nicola Dall'Asen, Xiaofeng Zhang, Reyhane Askari Hemmat, Melissa Hall, Jakob Verbeek, Adriana Romero-Soriano, Michal Drozdzal
PDF

SceneSplat++: A Large Dataset and Comprehensive Benchmark for Language Gaussian Splatting

Mengjiao Ma, Qi Ma, Yue Li, Jiahuan Cheng, Runyi Yang, Bin Ren, Nikola Popovic, Mingqiang Wei, Nicu Sebe, Ender Konukoglu, Luc Van Gool, Theo Gevers, Martin R. Oswald, Danda Pani Paudel

Towards a General Attention Framework on Gyrovector Spaces for Matrix Manifolds

Rui Wang, Chen Hu, Xiaoning Song, Xiaojun Wu, Nicu Sebe, Ziheng Chen
Training-free Online Video Step Grounding

Training-free Online Video Step Grounding

When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding

When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding

Yan Shu, Hangui Lin, Yexin Liu, Yan Zhang, Gangyan Zeng, Yan Li, Yu Zhou, Ser-Nam Lim, Harry Yang, Nicu Sebe