← back to search

Alois Knoll

Technical University of Munich · DE
🔎 Find collaborators in Automotive Engineering · Control and Systems Engineering →
Search 5.9M scientists by topic, h-index, country & funding — free.
Area of research
Automotive Engineering · Control and Systems Engineering
Research interest
Research interests include Computer science, Artificial intelligence, Reinforcement learning, Computer vision, Deblurring, and Image restoration.
h-index
citations
2,347
works
31
NIH funding
primary concept
email

Recent publications

Preserving and combining knowledge in robotic lifelong reinforcement learning
Nature Machine Intelligence 2025cited by 28position: lastdoi
Modumer: Modulating Transformer for Image Restoration
IEEE Transactions on Neural Networks and Learning Systems 2025cited by 27position: lastdoi
LIEDNet: A Lightweight Network for Low-Light Enhancement and Deblurring
IEEE Transactions on Circuits and Systems for Video Technology 2025cited by 20position: lastdoi
Omni-Kernel Network for Image Restoration
Proceedings of the AAAI Conference on Artificial Intelligence 2024cited by 208position: lastdoi
Revitalizing Convolutional Network for Image Restoration
IEEE Transactions on Pattern Analysis and Machine Intelligence 2024cited by 168position: lastdoi
EENet: An effective and efficient network for single image dehazing
Pattern Recognition 2024cited by 60position: lastdoi
The coming decade of digital brain research: A vision for neuroscience at the intersection of technology and computing
Imaging Neuroscience 2024cited by 44position: middledoi
Humidity Stable Thermoelectric Hybrid Materials Toward a Self‐Powered Triple Sensing System
Advanced Functional Materials 2024cited by 33position: middledoi
A multi-dimensional tactile perception system based on triboelectric sensors: Towards intelligent sorting without seeing
Nano Energy 2024cited by 32position: middledoi
Omni-Kernel Modulation for Universal Image Restoration
IEEE Transactions on Circuits and Systems for Video Technology 2024cited by 25position: lastdoi
Efficient Online Planning and Robust Optimal Control for Nonholonomic Mobile Robot in Unstructured Environments
IEEE Transactions on Emerging Topics in Computational Intelligence 2024cited by 14position: lastdoi
Fusion dynamical systems with machine learning in imitation learning: A comprehensive overview
Information Fusion 2024cited by 10position: middledoi
Focal Network for Image Restoration
2023cited by 243position: lastdoi
Image Restoration via Frequency Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence 2023cited by 185position: lastdoi
Safe multi-agent reinforcement learning for multi-robot control
Artificial Intelligence 2023cited by 116position: middledoi
Dual-Domain Attention for Image Deblurring
Proceedings of the AAAI Conference on Artificial Intelligence 2023cited by 50position: lastdoi
FedBEVT: Federated Learning Bird's Eye View Perception Transformer in Road Traffic Systems
IEEE Transactions on Intelligent Vehicles 2023cited by 38position: lastdoi
Lateral flexion of a compliant spine improves motor performance in a bioinspired mouse robot
Science Robotics 2023cited by 33position: lastdoi
PI-ELM: Reinforcement learning-based adaptable policy improvement for dynamical system
Information Sciences 2023cited by 12position: lastdoi
FastFusion: Deep stereo‐LiDAR fusion for real‐time high‐precision dense depth sensing
Journal of Field Robotics 2023cited by 6position: lastdoi
The coming decade of digital brain research - A vision for neuroscience at the intersection of technology and computing
Zenodo (CERN European Organization for Nuclear Research) 2023cited by 3position: middledoi
Meta-Reinforcement Learning in Non-Stationary and Dynamic Environments
IEEE Transactions on Pattern Analysis and Machine Intelligence 2022cited by 62position: lastdoi
Solving Robotic Manipulation With Sparse Reward Reinforcement Learning Via Graph-Based Diversity and Proximity
IEEE Transactions on Industrial Electronics 2022cited by 43position: lastdoi
A Novel Illumination-Robust Hand Gesture Recognition System With Event-Based Neuromorphic Vision Sensor
IEEE Transactions on Automation Science and Engineering 2021cited by 52position: lastdoi
Complex Robotic Manipulation via Graph-Based Hindsight Goal Generation
IEEE Transactions on Neural Networks and Learning Systems 2021cited by 33position: lastdoi
A Survey of the Four Pillars for Small Object Detection: Multiscale Representation, Contextual Information, Super-Resolution, and Region Proposal
IEEE Transactions on Systems Man and Cybernetics Systems 2020cited by 329position: lastdoi
Energy-efficient and damage-recovery slithering gait design for a snake-like robot based on reinforcement learning and inverse reinforcement learning
Neural Networks 2020cited by 55position: lastdoi
Towards Robotic-Assisted Subretinal Injection: A Hybrid Parallel–Serial Robot System Design and Preliminary Evaluation
IEEE Transactions on Industrial Electronics 2019cited by 114position: middledoi
Mixed Frame-/Event-Driven Fast Pedestrian Detection
2019cited by 95position: lastdoi
A Survey of Robotics Control Based on Learning-Inspired Spiking Neural Networks
Frontiers in Neurorobotics 2018cited by 179position: lastdoi

Grants

No grants ingested yet.

Frequent collaborators

Kai Huang · Qingdao University11 papers (2018–2025)Zhenshan Bing · Technical University of Munich10 papers (2018–2025)Yuning Cui · Sun Yat-sen University9 papers (2023–2025)Wenqi Ren · Sun Yat-sen University9 papers (2023–2025)Xiaochun Cao · Sun Yat-sen University3 papers (2023–2024)Weiping Ding · Nantong University3 papers (2023–2024)Fabrice O. Morin · Technical University of Munich3 papers (2021–2023)Guang Chen · Tongji University3 papers (2019–2021)Yingbai Hu · Technical University of Munich3 papers (2023–2024)Mathias Maier · Technical University of Munich2 papers (2018–2019)Tianxiao Xiao · Georgia Institute of Technology2 papers (2024–2024)Peter Müller‐Buschbaum · Technical University of Munich2 papers (2024–2024)Xiangtong Yao · Technical University of Munich2 papers (2024–2025)Abouzar Eslami · Technical University of Munich2 papers (2018–2019)Daniel Zapp · Technical University of Munich2 papers (2018–2019)Guangjiu Pan · Technical University of Munich2 papers (2024–2024)Zheng Li · Nanchang University2 papers (2024–2024)Rui Li · Technical University of Munich2 papers (2021–2022)Zhijun Li · Soochow University2 papers (2020–2021)Yueyue Liu · Nanchang University2 papers (2023–2024)
Looking for a research collaborator?
Search millions of scientists by field, institution, impact, and funding status — see their work, find their email, and reach out directly.
Find collaborators in Automotive Engineering · Control and Systems Engineering →