Gustavo Carneiro
- Unsupervised CNN for Single View Depth Estimation: Geometry to the\n Rescue
2016/03/16 by Ravi Garg, Vijay Kumar BG, Garg, Ravi +5 · 51 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
- Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning
2021/01/25 by Yu Tian, Tian, Yu, Guansong Pang +9 · 42 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Immune Systems Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Network Security and Intrusion Detection
- Hidden Stratification Causes Clinically Meaningful Failures in Machine\n Learning for Medical Imaging
2019/09/26 by Luke Oakden‐Rayner, Oakden-Rayner, Luke, Jared Dunnmon +5 · 24 citations
Medicine · Computer Science · Mathematics · #Radiomics and Machine Learning in Medical Imaging #AI in cancer detection #Statistical Methods and Inference
- Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation
2021/11/25 by Yuyuan Liu, Liu, Yuyuan, Yu Tian +9 · 14 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #COVID-19 diagnosis using AI
- Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation
2022/11/26 by Yuyuan Liu, Choubo Ding, Liu, Yuyuan +11 · 15 citations
Computer Science · Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Data-Driven Disease Surveillance #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Remote-Sensing Image Classification
- Deep One-Class Classification via Interpolated Gaussian Descriptor
2021/01/25 by Yuanhong Chen, Yu Tian, Chen, Yuanhong +5 · 9 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Pneumonia and Respiratory Infections
- Learning Support and Trivial Prototypes for Interpretable Image Classification
2023/01/08 by Chong Wang, Yuyuan Liu, Wang, Chong +13 · 11 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Self-supervised Monocular Trained Depth Estimation using Self-attention\n and Discrete Disparity Volume
2020/03/31 by Adrian Johnston, Gustavo Carneiro, Johnston, Adrian +1 · 5 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Image Processing Techniques and Applications #Optical measurement and interference techniques
- Learning Local Image Descriptors with Deep Siamese and Triplet Convolutional Networks by Minimising Global Loss Functions
2015/12/31 by Vijay Kumar B G, G, Vijay Kumar B, Gustavo Carneiro +3 · 3 citations
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Remote-Sensing Image Classification
- Translation Consistent Semi-supervised Segmentation for 3D Medical Images
2022/03/28 by Yuyuan Liu, Yu Tian, Liu, Yuyuan +11 · 5 citations
Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
- On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness
2022/09/13 by Adrián Galdrán, Galdran, Adrian, Gustavo Carneiro +3 · 5 citations
Computer Science · Medicine · #Cardiovascular Disease and Adiposity #Computer Vision and Pattern Recognition (cs.CV) #Diabetic Foot Ulcer Assessment and Management #FOS: Computer and information sciences #Medical Image Segmentation Techniques
- A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning
2019/04/18 by Thanh-Toan Do, Toan Tran, Do, Thanh-Toan +9 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Contrastive Transformer-based Multiple Instance Learning for Weakly Supervised Polyp Frame Detection
2022/03/23 by Yu Tian, Guansong Pang, Tian, Yu +13 · 3 citations
Computer Science · Engineering · Medicine · #Advanced Chemical Sensor Technologies #Advanced Data Compression Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Respiratory viral infections research
- A Bayesian Data Augmentation Approach for Learning Deep Models
2017/10/29 by Toan Tran, Tran, Toan, Trung Pham +7 · 3 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Frequency Attention for Knowledge Distillation
2024/03/09 by Cuong The Pham, Pham, Cuong, Van-Anh Nguyen +9 · 4 citations
Computer Science · #Neural Networks and Applications
- ScanMix: Learning from Severe Label Noise via Semantic Clustering and Semi-Supervised Learning
2021/03/21 by Ragav Sachdeva, Filipe R. Cordeiro, Sachdeva, Ragav +7 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images
2021/03/05 by Yu Tian, Tian, Yu, Guansong Pang +13 · 2 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Data-Driven Disease Surveillance #FOS: Computer and information sciences
- Approximate Fisher Information Matrix to Characterise the Training of Deep Neural Networks
2018/10/16 by Zhibin Liao, Liao, Zhibin, Tom Drummond +5 · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
- Robust Optimization for Deep Regression
2015/05/25 by Vasileios Belagiannis, Belagiannis, Vasileios, Christian Rupprecht +5 · 2 citations
Computer Science · #Human Pose and Action Recognition #Advanced Neural Network Applications #Video Surveillance and Tracking Methods
- Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition
2023/11/30 by Chong Wang, Yuanhong Chen, Wang, Chong +10 · 3 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Machine Learning and Data Classification #Advanced Neural Network Applications
- Multi-Head Multi-Loss Model Calibration
2023/03/02 by Adrián Galdrán, Galdran, Adrian, Johan Verjans +5 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Multi-view Local Co-occurrence and Global Consistency Learning Improve Mammogram Classification Generalisation
2022/09/21 by Yuanhong Chen, Chen, Yuanhong, Wang Hu +15 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Cervical Cancer and HPV Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Learning to Complement and to Defer to Multiple Users
2024/07/09 by Zheng Zhang, Wenjie Ai, Zhang, Zheng +9 · 3 citations
Computer Science · #AI in Service Interactions #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- PAC-Bayes meta-learning with implicit task-specific posteriors
2020/03/05 by Cuong C. Nguyen, Nguyen, Cuong, Thanh-Toan Do +3 · 1 citation
Computer Science · Medicine · #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Few-Shot Anomaly Detection for Polyp Frames from Colonoscopy
2020/06/26 by Yu Tian, Tian, Yu, Gabriel Maicas +9 · 1 citation
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Convolutional Nets Versus Vision Transformers for Diabetic Foot Ulcer\n Classification
2021/11/12 by Adrián Galdrán, Galdran, Adrian, Gustavo Carneiro +3 · 1 citation
Computer Science · Dentistry · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Diabetic Foot Ulcer Assessment and Management #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Oral microbiology and periodontitis research #electronic engineering #information engineering
- ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification
2021/11/25 by Fengbei Liu, Liu, Fengbei, Yu Tian +9 · 1 citation
Engineering · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring
- Model and Feature Diversity for Bayesian Neural Networks in Mutual Learning
2024/07/03 by Cuong Pham, Cuong C. Nguyen, Pham, Cuong +9 · 2 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- MetaAug: Meta-Data Augmentation for Post-Training Quantization
2024/07/20 by Cuong Cao Pham, Pham, Cuong, Hoang Anh Dung +11 · 3 citations
Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications
- ANNE: Adaptive Nearest Neighbors and Eigenvector-based Sample Selection for Robust Learning with Noisy Labels
2024/11/03 by Filipe R. Cordeiro, Cordeiro, Filipe R., Gustavo Carneiro +1 · 2 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition
- Learning to Complement with Multiple Humans
2023/11/22 by Zheng Zhang, Zhang, Zheng, Cuong C. Nguyen +8 · 1 voice · 1 citation
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and Data Classification #Text and Document Classification Technologies