Gagné, Christian
- The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities
2018/03/09 by Joel Lehman, Lehman, Joel, Jeff Clune +103 · 13 voices · 17 citations
#cs.NE
- Learning to Predict Indoor Illumination from a Single Image
2017/04/01 by Marc-André Gardner, Gardner, Marc-André, Kalyan Sunkavalli +11 · 19 citations
Computer Science · #Image Enhancement Techniques #Advanced Vision and Imaging #Video Surveillance and Tracking Methods
- Deep Parametric Indoor Lighting Estimation
2019/10/19 by Gardner, Marc-André, Hold-Geoffroy, Yannick, Sunkavalli, Kalyan +2 · 12 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Attended Temperature Scaling: A Practical Approach for Calibrating Deep Neural Networks
2018/10/27 by Azadeh Sadat Mozafari, Hugo Siqueira Gomes, Mozafari, Azadeh Sadat +7 · 4 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Fair Representation Learning through Implicit Path Alignment
2022/05/26 by Changjian Shui, Qi Chen, Shui, Changjian +7 · 5 citations
Mathematics · Social Sciences · Computer Science · #Advanced Causal Inference Techniques #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning
- Deep Active Learning: Unified and Principled Method for Query and Training
2019/11/20 by Changjian Shui, Shui, Changjian, Fan Zhou +5 · 3 citations
Computer Science · Decision Sciences · #Advanced Database Systems and Queries #Adversarial Robustness in Machine Learning #Data Quality and Management #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Mixture-based Feature Space Learning for Few-shot Image Classification
2020/11/24 by Arman Afrasiyabi, Afrasiyabi, Arman, Jean‐François Lalonde +3 · 3 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Domain Adaptation and Few-Shot Learning #Cancer-related molecular mechanisms research #Multimodal Machine Learning Applications
- Diversity regularization in deep ensembles
2018/02/22 by Changjian Shui, Shui, Changjian, Azadeh Sadat Mozafari +7 · 2 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Neural Networks and Applications #Statistical Methods and Inference
- On Learning Fairness and Accuracy on Multiple Subgroups
2022/10/19 by Changjian Shui, Shui, Changjian, Gezheng Xu +13 · 3 citations
Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Beyond H-Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence
2020/07/30 by Changjian Shui, Qi Chen, Shui, Changjian +9 · 2 citations
Materials Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Solidification and crystal growth phenomena
- Bayesian Hyperparameter Optimization for Ensemble Learning
2016/05/20 by Julien-Charles Lévesque, Christian Gagné, Lévesque, Julien-Charles +3 · 2 citations
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Associative Alignment for Few-shot Image Classification
2019/12/11 by Afrasiyabi, Arman, Lalonde, Jean-François, Gagné, Christian · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Analyzing Data Augmentation for Medical Images: A Case Study in Ultrasound Images
2024/03/14 by Adam Tupper, Christian Gagné, Tupper, Adam +1 · 2 citations
Medicine · Engineering · Computer Science · #Medical Imaging Techniques and Applications #Medical Imaging and Analysis #Medical Image Segmentation Techniques
- Input Dropout for Spatially Aligned Modalities
2020/02/07 by de Blois, Sébastien, Garon, Mathieu, Gagné, Christian +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- On the benefits of representation regularization in invariance based domain generalization
2021/05/30 by Changjian Shui, Boyu Wang, Shui, Changjian +3 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers
2024/06/26 by Ngnawé, Jonas, Sahoo, Sabyasachi, Pequignot, Yann +2 · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Robustness to Adversarial Examples through an Ensemble of Specialists
2017/02/22 by Mahdieh Abbasi, Abbasi, Mahdieh, Christian Gagné +1 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Imbalanced Data Classification Techniques
- Matching Feature Sets for Few-Shot Image Classification
2022/04/02 by Arman Afrasiyabi, Hugo Larochelle, Afrasiyabi, Arman +5 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications
- Improved Robustness Against Adaptive Attacks With Ensembles and Error-Correcting Output Codes
2023/03/04 by Philippon, Thomas, Gagné, Christian · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)