Batmanghelich, Kayhan
- Deep Ordinal Regression Network for Monocular Depth Estimation
2018/06/06 by Huan Fu, Fu, Huan, Mingming Gong +7 · 71 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Optical measurement and interference techniques
- Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
2018/11/05 by Bakas, Spyridon, Reyes, Mauricio, Jakab, Andras +421 · 58 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Developing Generalist Foundation Models from a Multimodal Dataset for 3D Computed Tomography
2024/03/26 by Hamamci, Ibrahim Ethem, Er, Sezgin, Wang, Chenyu +27 · 58 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Can contrastive learning avoid shortcut solutions?
2021/06/21 by Joshua Robinson, Robinson, Joshua, Li Sun +9 · 15 citations
Computer Science · #AI in cancer detection #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images
2023/10/05 by Yanwu Xu, Li Sun, Xu, Yanwu +12 · 17 citations
Computer Science · #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Geometry-Consistent Generative Adversarial Networks for One-Sided Unsupervised Domain Mapping
2018/09/16 by Huan Fu, Fu, Huan, Mingming Gong +9 · 8 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · Engineering · #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques #Image Processing Techniques and Applications
- Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in Mammography
2024/05/20 by Shantanu Ghosh, Clare B. Poynton, Ghosh, Shantanu +5 · 13 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Explanation by Progressive Exaggeration
2019/11/01 by Sumedha Singla, Singla, Sumedha, Brian P. Pollack +5 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning in Healthcare
- Causal Generative Domain Adaptation Networks
2018/04/12 by Mingming Gong, Gong, Mingming, Kun Zhang +9 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
- Explaining the Black-box Smoothly- A Counterfactual Approach
2021/01/11 by Sumedha Singla, Singla, Sumedha, Eslami, Motahhare +6 · 3 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation
2022/06/28 by Yanwu Xu, Shaoan Xie, Xu, Yanwu +9 · 3 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers
2024/07/31 by Shantanu Ghosh, Ghosh, Shantanu, Rayan Syed +8 · 5 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Software Engineering Research
- Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics
2023/02/18 by Nihal Murali, Murali, Nihal, Aahlad Puli +7 · 3 citations
Business, Management and Accounting · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Complex Systems and Decision Making #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mining Techniques and Economics #Organizational Management and Leadership
- Anatomy-Guided Weakly-Supervised Abnormality Localization in Chest X-rays
2022/06/25 by Ke Yu, Shantanu Ghosh, Yu, Ke +7 · 2 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
- Nonparametric Spherical Topic Modeling with Word Embeddings
2016/04/01 by Batmanghelich, Kayhan, Saeedi, Ardavan, Narasimhan, Karthik +1 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Robust Angular Local Descriptor Learning
2019/01/21 by Yanwu Xu, Mingming Gong, Xu, Yanwu +7 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Video Surveillance and Tracking Methods #Human Pose and Action Recognition
- Generative-Discriminative Complementary Learning
2019/04/02 by Xu, Yanwu, Gong, Mingming, Chen, Junxiang +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Weakly Supervised Disentanglement by Pairwise Similarities
2019/06/03 by Junxiang Chen, Chen, Junxiang, Kayhan Batmanghelich +1 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Robust Ordinal VAE: Employing Noisy Pairwise Comparisons for Disentanglement
2019/10/14 by Chen, Junxiang, Batmanghelich, Kayhan · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Self-Supervised Vessel Enhancement Using Flow-Based Consistencies
2021/01/13 by Jena, Rohit, Singla, Sumedha, Batmanghelich, Kayhan · 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
- Context Matters: Graph-based Self-supervised Representation Learning for Medical Images
2020/12/11 by Sun, Li, Yu, Ke, Batmanghelich, Kayhan · 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
- Using Causal Analysis for Conceptual Deep Learning Explanation
2021/07/10 by Singla, Sumedha, Wallace, Stephen, Triantafillou, Sofia +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier
2022/10/21 by Sumedha Singla, Singla, Sumedha, Nihal Murali +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
- From Characters to Words: Hierarchical Pre-trained Language Model for Open-vocabulary Language Understanding
2023/05/23 by Li Sun, Florian Luisier, Sun, Li +7 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Distilling BlackBox to Interpretable models for Efficient Transfer Learning
2023/05/26 by Shantanu Ghosh, Ghosh, Shantanu, Ke Yu +3 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
- Exploring the Lottery Ticket Hypothesis with Explainability Methods: Insights into Sparse Network Performance
2023/07/07 by Shantanu Ghosh, Kayhan Batmanghelich, Ghosh, Shantanu +1 · 1 citation
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
- Semi-Implicit Denoising Diffusion Models (SIDDMs)
2023/06/21 by Yanwu Xu, Mingming Gong, Xu, Yanwu +11 · 1 citation
Physics and Astronomy · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #NMR spectroscopy and applications
- Learning Depth from Monocular Videos Using Synthetic Data: A Temporally-Consistent Domain Adaptation Approach
2019/07/16 by Yipeng Mou, Mingming Gong, Mou, Yipeng +9 · 1 citation
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques