Knoll, Alois

33 publications

ICLR 2025 AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation Yuning Cui, Syed Waqas Zamir, Salman Khan, Alois Knoll, Mubarak Shah, Fahad Shahbaz Khan

NeurIPS 2025 Bio-Inspired Image Restoration Yuning Cui, Wenqi Ren, Alois Knoll

ICCV 2025 CoDa-4DGS: Dynamic Gaussian Splatting with Context and Deformation Awareness for Autonomous Driving Rui Song, Chenwei Liang, Yan Xia, Walter Zimmer, Hu Cao, Holger Caesar, Andreas Festag, Alois Knoll

CoRL 2025 FFHFlow: Diverse and Uncertainty-Aware Dexterous Grasp Generation via Flow Variational Inference Qian Feng, Jianxiang Feng, Zhaopeng Chen, Rudolph Triebel, Alois Knoll

ICML 2025 TUMTraf VideoQA: Dataset and Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes Xingcheng Zhou, Konstantinos Larintzakis, Hao Guo, Walter Zimmer, Mingyu Liu, Hu Cao, Jiajie Zhang, Venkatnarayanan Lakshminarasimhan, Leah Strand, Alois Knoll

AAAI 2024 Balance Reward and Safety Optimization for Safe Reinforcement Learning: A Perspective of Gradient Manipulation Shangding Gu, Bilgehan Sel, Yuhao Ding, Lu Wang, Qingwei Lin, Ming Jin, Alois Knoll

CVPR 2024 Collaborative Semantic Occupancy Prediction with Hybrid Feature Fusion in Connected Automated Vehicles Rui Song, Chenwei Liang, Hu Cao, Zhiran Yan, Walter Zimmer, Markus Gross, Andreas Festag, Alois Knoll

NeurIPS 2024 Diffusion-Based Curriculum Reinforcement Learning Erdi Sayar, Giovanni Iacca, Ozgur S. Oguz, Alois Knoll

NeurIPS 2024 Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation Shangding Gu, Laixi Shi, Yuhao Ding, Alois Knoll, Costas Spanos, Adam Wierman, Ming Jin

IJCAI 2024 Hybrid Frequency Modulation Network for Image Restoration Yuning Cui, Mingyu Liu, Wenqi Ren, Alois Knoll

CVPR 2024 LEAD: Learning Decomposition for Source-Free Universal Domain Adaptation Sanqing Qu, Tianpei Zou, Lianghua He, Florian Röhrbein, Alois Knoll, Guang Chen, Changjun Jiang

CVPR 2024 MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection Boyang Peng, Sanqing Qu, Yong Wu, Tianpei Zou, Lianghua He, Alois Knoll, Guang Chen, Changjun Jiang

AAAI 2024 Omni-Kernel Network for Image Restoration Yuning Cui, Wenqi Ren, Alois Knoll

CVPRW 2024 Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution Detection Using Budding Ensemble Architecture for Object Detection Syed Sha Qutub, Michael Paulitsch, Kay-Ulrich Scholl, Neslihan Köse Cihangir, Korbinian Hagn, Fabian Oboril, Gereon Hinz, Alois Knoll

TMLR 2024 TeaMs-RL: Teaching LLMs to Generate Better Instruction Datasets via Reinforcement Learning Shangding Gu, Alois Knoll, Ming Jin

ECCVW 2024 Transfer Learning from Simulated to Real Scenes for Monocular 3D Object Detection Sondos Mohamed, Walter Zimmer, Ross Greer, Ahmed Alaaeldin Ghita, Modesto Castrillón Santana, Mohan M. Trivedi, Alois Knoll, Salvatore M. Carta, Mirko Marras

CVPR 2023 DiGA: Distil to Generalize and Then Adapt for Domain Adaptive Semantic Segmentation Fengyi Shen, Akhil Gurram, Ziyuan Liu, He Wang, Alois Knoll

AAAI 2023 Dual-Domain Attention for Image Deblurring Yuning Cui, Yi Tao, Wenqi Ren, Alois Knoll

ICCV 2023 Focal Network for Image Restoration Yuning Cui, Wenqi Ren, Xiaochun Cao, Alois Knoll

ICML 2023 IRNeXt: Rethinking Convolutional Network Design for Image Restoration Yuning Cui, Wenqi Ren, Sining Yang, Xiaochun Cao, Alois Knoll

CVPRW 2023 Interpretable Model-Agnostic Plausibility Verification for 2D Object Detectors Using Domain-Invariant Concept Bottleneck Models Mert Keser, Gesina Schwalbe, Azarm Nowzad, Alois Knoll

WACV 2023 LoopDA: Constructing Self-Loops to Adapt Nighttime Semantic Segmentation Fengyi Shen, Zador Pataki, Akhil Gurram, Ziyuan Liu, He Wang, Alois Knoll

AAAI 2023 Meta-Reinforcement Learning Based on Self-Supervised Task Representation Learning Mingyang Wang, Zhenshan Bing, Xiangtong Yao, Shuai Wang, Kai Huang, Hang Su, Chenguang Yang, Alois Knoll

ICCVW 2023 Multi-Task Consistency for Active Learning Aral Hekimoglu, Philipp Friedrich, Walter Zimmer, Michael Schmidt, Alvaro Marcos-Ramiro, Alois Knoll

ICLR 2023 Selective Frequency Network for Image Restoration Yuning Cui, Yi Tao, Zhenshan Bing, Wenqi Ren, Xinwei Gao, Xiaochun Cao, Kai Huang, Alois Knoll

IJCAI 2023 Strip Attention for Image Restoration Yuning Cui, Yi Tao, Luoxi Jing, Alois Knoll

ICCV 2023 TMA: Temporal Motion Aggregation for Event-Based Optical Flow Haotian Liu, Guang Chen, Sanqing Qu, Yanping Zhang, Zhijun Li, Alois Knoll, Changjun Jiang

ICCV 2023 UMC: A Unified Bandwidth-Efficient and Multi-Resolution Based Collaborative Perception Framework Tianhang Wang, Guang Chen, Kai Chen, Zhengfa Liu, Bo Zhang, Alois Knoll, Changjun Jiang

ECCV 2022 3D Object Detection with a Self-Supervised LiDAR Scene Flow Backbone Emeç Erçelik, Ekim Yurtsever, Mingyu Liu, Zhijie Yang, Hanzhen Zhang, Pınar Topçam, Maximilian Listl, Yılmaz Kaan Çaylı, Alois Knoll

WACV 2022 Automated Defect Inspection in Reverse Engineering of Integrated Circuits Ann-Christin Bette, Patrick Brus, Gabor Balazs, Matthias Ludwig, Alois Knoll

NeurIPS 2020 RSKDD-Net: Random Sample-Based Keypoint Detector and Descriptor Fan Lu, Guang Chen, Yinlong Liu, Zhongnan Qu, Alois Knoll

ICCV 2015 Variational PatchMatch MultiView Reconstruction and Refinement Philipp Heise, Brian Jensen, Sebastian Klose, Alois Knoll

ICCV 2013 PM-Huber: PatchMatch with Huber Regularization for Stereo Matching Philipp Heise, Sebastian Klose, Brian Jensen, Alois Knoll