Research

Publications

Papers published at top conferences and journals.

CVPR 2026 14 papers
CLIPoint3D: Language-Grounded Few-Shot Unsupervised 3D Point Cloud Domain Adaptation

CLIPoint3D: Language-Grounded Few-Shot Unsupervised 3D Point Cloud Domain Adaptation

Mainak Singha, Sarthak Mehrotra, Paolo Casari, Subhasis Chaudhuri, Elisa Ricci, Biplab Banerjee
Chorus: Multi-Teacher Pretraining for Holistic 3D Gaussian Scene Encoding

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

Continual Vision-Language Action Learning in Robotic Manipulation

Jiahua Dong, Xudong Wang, Zebin Han, Wenqi Liang, Duzhen Zhang, Meng Cao, Nicu Sebe, Ivan Laptev, Zhi Han, Fahad Shahbaz Khan, Salman Khan
Deconstructing the Failure of Ideal Noise Correction: A Three-Pillar Diagnosis

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
From Weights to Concepts: Data-Free Interpretability of CLIP via Singular Vector Decomposition

From Weights to Concepts: Data-Free Interpretability of CLIP via Singular Vector Decomposition

Generalizable Knowledge Distillation from Vision Foundation Models for Semantic Segmentation

Generalizable Knowledge Distillation from Vision Foundation Models for Semantic Segmentation

Chonghua Lv, Dong Zhao, Shuang Wang, Dou Quan, Ning Huyan, Nicu Sebe, Zhun Zhong
How to Take a Memorable Picture? Empowering Users with Actionable Feedback
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How to Take a Memorable Picture? Empowering Users with Actionable Feedback

Hyperbolic Busemann Neural Networks

Hyperbolic Busemann Neural Networks

Ziheng Chen, Bernhard Schölkopf, Nicu Sebe
Open-Vocabulary Domain Generalization in Urban-Scene Segmentation

Open-Vocabulary Domain Generalization in Urban-Scene Segmentation

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

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

Weijie Wang, Songlong Xing, Zhengyu Zhao, Nicu Sebe, Bruno Lepri
Specificity-aware reinforcement learning for fine-grained open-world classification

Specificity-aware reinforcement learning for fine-grained open-world classification

TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation

TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation

Yan Shu, Bin Ren, Zhitong Xiong, Xiao Xiang Zhu, Begüm Demir, Nicu Sebe, Paolo Rota
The Devil Is in Gradient Entanglement: Energy-Aware Gradient Coordinator for Robust Generalized Category Discovery

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

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

CVPR Findings

2026 4 papers
Finetune Like You Pretrain: Boosting Zero-shot Adversarial Robustness in Vision-language Models

Finetune Like You Pretrain: Boosting Zero-shot Adversarial Robustness in Vision-language Models

Songlong Xing, Weijie Wang, Zhengyu Zhao, Jindong Gu, Philip Torr, Nicu Sebe
Large Multimodal Models as General In-Context Classifiers

Large Multimodal Models as General In-Context Classifiers

Organizing Unstructured Image Collections using Natural Language

Organizing Unstructured Image Collections using Natural Language

Mingxuan Liu, Zhun Zhong, Jun Li, Gianni Franchi, Subhankar Roy, Elisa Ricci
SEM: Sparse Embedding Modulation for Post-Hoc Debiasing of Vision-Language Models

SEM: Sparse Embedding Modulation for Post-Hoc Debiasing of Vision-Language Models

FG

2026 3 papers
NullFace: Training-Free Localized Face Anonymization

NullFace: Training-Free Localized Face Anonymization

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Towards Unconstrained Human-Object Interaction

Towards Unconstrained Human-Object Interaction

Training-Free Semantic Multi-Object Tracking with Vision-Language Models

Training-Free Semantic Multi-Object Tracking with Vision-Language Models

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

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