Conference and Journal Papers (reverse chronological order):

2022

  1. Motasem Alfarra, Adel Bibi, Naeemullah Khan, Philip Torr, Bernard Ghanem, "DeformRS: Certifying Input Deformations with Randomized Smoothing", AAAI Conference on Artificial Intelligence (AAAI 2022)

  2. Motasem Alfarra, Juan Perez, Ali Thabet, Adel Bibi, Philip Torr, Bernard Ghanem, "Combating Adversaries with Anti-Adversaries", AAAI Conference on Artificial Intelligence (AAAI 2022)

  3. Bing Li, Cheng Zheng, Silvio Giancola, Bernard Ghanem, "SCTN: Sparse Convolution-Transformer Network for Scene Flow Estimation", AAAI Conference on Artificial Intelligence (AAAI 2022)

2021

  1. Motasem Alfarra, Juan Camillo Perez, Adel Bibi, Ali Thabet, Pablo Arbelaez, Bernard Ghanem, "Rethinking Clustering for Robustness", British Machine Vision Conference (BMVC 2021)

  2. Guocheng Qian, Hasan Abed Al Kader Hammoud, Guohao Li, Ali Thabet, Bernard Ghanem, "ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning", Conference on Neural Information Processing Systems (NeurIPS 2021)

  3. Mengmeng Xu, Juan-Manuel Perez-Rua, Xiatian Zhu, Bernard Ghanem, Brais Martinez, "Low-Fidelity Video Encoder Optimization for Temporal Action Localization", Conference on Neural Information Processing Systems (NeurIPS 2021)

  4. Jialin Gao, Xin Sun, Mengmeng Xu, Bernard Ghanem, "Relation-aware Video Reading Comprehension for Temporal Language Grounding", Empirical Methods in Natural Language Processing (EMNLP 2021)

  5. Bing Li, Chia-Wen Lin, Cheng Zheng, Shan Liu, Junsong Yuan, Bernard Ghanem, C.-C. Jay Kuo, "High Quality Disparity Remapping with Two-Stage Warping", International Conference on Computer Vision (ICCV 2021)

  6. Alejandro Pardo, Fabian Caba, Juan Leon Alcazar, Ali Thabet, Bernard Ghanem, "Learning to Cut by Watching Movies", International Conference on Computer Vision (ICCV 2021)

  7. Mengmeng Xu, Victor Escorcia, Brais Martínez, Juan-Manuel Perez-Rua, Xiatian Zhu, Li Zhang, Bernard Ghanem, Tao Xiang, "Boundary-sensitive Pretraining for Temporal Localization in Videos", International Conference on Computer Vision (ICCV 2021)

  8. Chen Zhao, Ali Thabet, Bernard Ghanem, "Video Self-Stitching Graph Network for Temporal Action Localization", International Conference on Computer Vision (ICCV 2021)

  9. Abdullah Hamdi, Silvio Giancola, Bernard Ghanem, "MVTN: Multi-View Transformation Network for 3D Shape Recognition", International Conference on Computer Vision (ICCV 2021)

  10. Juan Leon Alcazar, Fabian Caba, Ali Thabet, Bernard Ghanem, "MAAS: Multi-modal Assignation for Active Speaker Detection", International Conference on Computer Vision (ICCV 2021)

  11. Mattia Soldan, Mengmeng Xu, Sisi Qu, Jesper Tegner, Bernard Ghanem, "VLG-Net: Video-Language Graph Matching Network for Video Grounding", AI for Creative Video Editing and Understanding Workshop (CVEU) at ICCV 2021 (ICCVW 2021) [Best Paper Award]

  12. Yongqiang Zhang, Yancheng Bai, Mingli Ding, Shibiao Xu, Bernard Ghanem, "KGSNet: Key-Point-Guided Super-Resolution Network for Pedestrian Detection in the Wild", IEEE Transactions on Neural Networks and Learning Systems (TNNLS 2021)

  13. Mengke Yuan, Bernard Ghanem, Dong-Ming Yan, Baoyuan Wu, Xiaopeng Zhang, Peter Wonka, "Customized Summarizations of Visual Data Collections", Computer Graphics Forum (CGF 2021)

  14. Juan Carlos Leon Alcazar, Maria A Bravo Sarmiento, Gullaume Jeanneret SanMiguel, Ali K Thabet, Thomas Brox, Pablo A Arbelaez, Bernard Ghanem, "MAIN: Multi-Attention Instance Network for Video Segmentation", Computer Vision and Image Understanding (CVIU 2021)

  15. Bing Li, Chia-Wen Lin, Cheng Zheng, Shan Liu, Bernard Ghanem, Wen Gao, C.-C. Jay Kuo, "Shape-Preserving Stereo Object Remapping via Object-Consistent Grid Warping", IEEE Transactions on Image Processing (TIP 2021)

  16. Guohao Li, Matthias Mueller, Bernard Ghanem, Vladlen Koltun, "Training Graph Neural Networks with 1000 Layers", International Conference on Machine Learning (ICML 2021)

  17. Guohao Li, Matthias Mueller, Guocheng Qian, Itzel Delgadillo Perez, Abdulellah Abualshour, Ali Thabet, Bernard Ghanem, "DeepGCNs: Making GCNs Go as Deep as CNNs", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2021)

  18. Modar Alfadly, Salman Alsubaihi, Abdullah Hamdi, Adel Bibi, Bernard Ghanem, "Expected Tight Bounds for Robust Training", Robust and Reliable Machine Learning in the Real World Workshop at ICLR (ICLRW 2021)

  19. Guocheng Qian, Abdulellah Abualshour, Guohao Li, Ali Thabet, Bernard Ghanem, "PU-GCN: Point Cloud Upsampling using Graph Convolutional Networks", Computer Vision and Pattern Recognition (CVPR 2021)

  20. Juan Leon Alcazar, Fabian Caba, Federico Perazzi, Long Mai, Joon-Young Lee, Bernard Ghanem, Pablo Arbelaez, "APES: Audiovisual Person Search in Untrimmed Video", Multimodal Learning and Applications Workshop (CVPRW 2021)

  21. Silvio Giancola and Bernard Ghanem, "Temporally-Aware Feature Pooling for Action Spotting in Soccer Broadcasts", CVSports Workshop (CVPRW 2021)

  22. Adrien Deliège, Anthony Cioppa, Silvio Giancola, Meisam Jamshidi, Jacob Dueholm, Kamal Nasrollahi, Bernard Ghanem, Thomas B. Moeslund, Marc Van Droogenbroeck, "SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos", CVSports Workshop (CVPRW 2021) [Best Paper Award]

  23. Anthony Cioppa, Adrien Deliege, Floriane Magera, Silvio Giancola, Olivier Barnich, Bernard Ghanem, Marc Van Droogenbroeck, "Camera Calibration and Player Localization in SoccerNet-v2 and Investigation of their Representations for Action Spotting", CVSports Workshop (CVPRW 2021)

  24. Justine Braguy, Merey Ramazanova, Silvio Giancola, Muhammad Jamil, Boubacar A. Kountche, Randa Zarban, Abrar Felemban, Jian You Wang, Pei-Yu Lin, Imran Haider, Matias Zurbriggen, Bernard Ghanem, Salim Al-Babili, "SeedQuant: A deep learning-based tool for assessing stimulants and inhibitors activity on root parasitic seeds", Plant Physiology 2021

  25. Alejandro Pardo, Humam Alwassel, Fabian Caba Heilbron, Ali Thabet, Bernard Ghanem, "RefineLoc: Iterative Refinement for Weakly-Supervised Action Localization", Workshop on Applications of Computer Vision (WACV 2021)

2020

  1. Humam Alwassel, Dhruv Mahajan, Bruno Korbar, Lorenzo Torresani, Bernard Ghanem, Du Tran, "Self-Supervised Learning by Cross-Modal Audio-Video Clustering", Conference on Neural Information Processing Systems (NeurIPS 2020) [Spotlight]

  2. Chen Zhao and Bernard Ghanem, "ThumbNet: One Thumbnail Image Contains All You Need for Recognition", ACM International Conference on Multimedia (ACM MM 2020)

  3. Yongqiang Zhang, Yancheng Bai, Mingli Ding, Shibiao Xu, Bernard Ghanem, "KGSNet: Key-Point-Guided Super-Resolution Network for Pedestrian Detection in the Wild", IEEE Transactions on Neural Networks and Learning Systems 2020

  4. Juan Camilo Perez, Motasem Alfarra, Guillaume Jeanneret, Adel Bibi, Ali Thabet, Bernard Ghanem, Pablo Arbelaez, "Gabor Layers Enhance Network Robustness", European Conference on Computer Vision (ECCV 2020)

  5. Abdullah Hamdi, Sara Rojas Martinez, Ali Thabet, Bernard Ghanem, "AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds", European Conference on Computer Vision (ECCV 2020)

  6. Abdullah Hamdi and Bernard Ghanem, "Towards Analyzing Semantic Robustness of Deep Neural Networks", ECCV Workshop on Adversarial Robustness in the Real World 2020 [Best Paper Award]

  7. Nursulu Kuzhagaliyeva, Eshan Singh, Ali Thabet, Bernard Ghanem, S Mani Sarathy, "Using deep neural networks to diagnose engine pre-ignition", Proceedings of the Combustion Institute (PCI 2020)

  8. Yongqiang Zhang, Yancheng Bai, Mingli Ding, Bernard Ghanem, "Multi-task Generative Adversarial Network for Detecting Small Objects in the Wild", International Journal on Computer Vision (IJCV 2020)

  9. Anthony Cioppa, Adrien Deliege, Silvio Giancola, Bernard Ghanem, Marc Van Droogenbroeck, Rikke Gade, Thomas Moeslund, "A Context-Aware Loss Function for Action Spotting in Soccer Videos", Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  10. Juan Carlos Leon, Fabian Caba, Long Mai, Federico Perazzi, Joon-Young Lee, Pablo Arbelaez, Bernard Ghanem, "Active Speakers in Context", Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  11. Mengmeng Xu, Chen Zhao, David Rojas Blanco, Ali Thabet, Bernard Ghanem, "G-TAD: Sub-Graph Localization for Temporal Action Detection", Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  12. Guohao Li, Guocheng Qian, Itzel Delgadilloperez, Matthias Müller, Ali Thabet, Bernard Ghanem, "SGAS: Sequential Greedy Architecture Search", Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  13. Ali Thabet*, Humam Alwassel*, Bernard Ghanem, "Self-Supervised Learning of Local Features in 3D Point Clouds", Conference on Computer Vision and Pattern Recognition Workshop (CVPRW 2020)

  14. Baoyuan Wu, Li Shen, Tong Zhang, Bernard Ghanem, "MAP Inference via L2-Sphere Linear Program Reformulation", International Journal on Computer Vision (IJCV 2020)

  15. Abdullah Hamdi, Matthias Müller, Bernard Ghanem, "SADA: Semantic Adversarial Diagnostic Attacks for Autonomous Applications", AAAI Conference on Artificial Intelligence (AAAI 2020)

  16. Adel Bibi, El houcine Bergou, Ozan Sener, Bernard Ghanem, Peter Richtarik, "A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control", AAAI Conference on Artificial Intelligence (AAAI 2020)

  17. Qilin Sun, Jian Zhang, Xiong Dun, Bernard Ghanem, Yifan Peng, Wolfgang Heidrich, "End-to-End Learned, Optically Coded Super-resolution SPAD Camera", ACM Transactions on Graphics (TOG 2020) [presented at Siggraph 2020]

  18. Victor Escorcia, Cuong D Dao, Mihir Jain, Bernard Ghanem, Cees Snoek, "Guess Where? Actor-Supervision for Spatiotemporal Action Localization", Computer Vision and Image Understanding (CVIU 2020)

2019

  1. Yongqiang Zhang, Mingli Ding, Yancheng Bai, Dandan Liu, Bernard Ghanem, "Learning a strong detector for action localization in videos", Pattern Recognition Letters (PRL 2019)

  2. Guohao Li, Matthias Müller, Ali Thabet, Bernard Ghanem, "DeepGCNs: Can GCNs Go as Deep as CNNs?", International Conference on Computer Vision (ICCV 2019) [Oral]

  3. Jean Lahoud, Bernard Ghanem, Martin R. Oswald, Marc Pollefeys, "3D Instance Segmentation via Multi-task Metric Learning", International Conference on Computer Vision (ICCV 2019) [Oral]

  4. Yongqiang Zhang, Mingli Ding, Yancheng Bai, Bernard Ghanem, "Detecting small faces in the wild based on generative adversarial network and contextual information", Pattern Recognition (PR 2019)

  5. Mengmeng Xu, Yancheng Bai, Sisi Qu, Bernard Ghanem, “Semantic Part RCNN for Real-World Pedestrian Detection”, CVPR 2019 Workshop on Weakly Supervised Learning for Real-World Computer Vision Applications and the 1st Learning from Imperfect Data (LID) Challenge

  6. Mengmeng Xu, Yancheng Bai, Bernard Ghanem, “Missing Labels in Object Detection”, CVPR 2019 Workshop on Weakly Supervised Learning for Real-World Computer Vision Applications and the 1st Learning from Imperfect Data (LID) Challenge

  7. Guohao Li, Matthias Mueller*, Vincent Michael Casser, Neil Smith, Dominik Michels, Bernard Ghanem, "OIL: Observational Imitation Learning", Robotics: Science and Systems (RSS 2019)

  8. Xin Yu, Fatemeh Shiri, Bernard Ghanem, Fatih Porikli, "Can We See More? Joint Frontalization and Hallucination of Unaligned Tiny Faces", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2019)

  9. Silvio Giancola, Jesus Zarzar, Bernard Ghanem, "Leveraging Shape Completion for 3D Siamese Tracking", IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019)

  10. Matthias Müller, Guohao Li, Neil Smith, Vincent Casser, Dominik Michels, Bernard Ghanem, "Learning a Controller Fusion Network by Online Trajectory Filtering for Vision-based UAV Racing", International Workshop on Computer Vision for UAVs (CVPRW 2019) [Oral][Best Paper Award]

  11. Yongqiang Zhang, Mingli Ding, Yancheng Bai, Mengmeng Xu, Bernard Ghanem, "Beyond Weakly-supervised: Pseudo Ground Truth Mining for Missing Bounding-boxes Object Detection", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT 2019)

  12. Adel Bibi, Bernard Ghanem, Vladlen Koltun, Rene Ranftl, "Deep Layers as Stochastic Solvers", International Conference on Learning Representations (ICLR 2019)

  13. Rafał Protasiuk, Adel Bibi, Bernard Ghanem, "Local Color Mapping Combined with Color Transfer for Underwater Image Enhancement", IEEE Winter Conference on Applications of Computer Vision (WACV 2019)

  14. Jiahong Huang, Cuong Dao, Modar Alfadly, Bernard Ghanem, "A Novel Framework for Robustness Analysis of Visual QA Models", AAAI Conference on Artificial Intelligence (AAAI 2019) [Oral]

2018

  1. Yongqiang Zhang, Yaicheng Bai, Mingli Ding, Yongqiang Li, Bernard Ghanem, "Weakly-supervised object detection via mining pseudo ground truth bounding-boxes", Pattern Recognition (PR 2018)

  2. Matthias Mueller, Alexey Dosovitskiy, Bernard Ghanem, Vladlen Koltun, "Driving Policy Transfer via Modularity and Abstraction", Conference on Robotic Learning (CoRL 2018)

  3. Matthias Mueller, Adel Bibi, Silvio Giancola, Salman Al-Subaihi, Bernard Ghanem, "TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild", European Conference on Computer Vision (ECCV 2018)

  4. Humam Alwassel, Fabian Caba, Victor Escorcia, Bernard Ghanem, "Diagnosing Error in Temporal Action Detectors", European Conference on Computer Vision (ECCV 2018)

  5. Humam Alwassel, Fabian Caba, Bernard Ghanem, "Action Search: Spotting Actions in Videos and Its Application to Temporal Action Localization", European Conference on Computer Vision (ECCV 2018)

  6. Fabian Caba, Joon-Young Lee, Hailin Jin, Bernard Ghanem, "What do I Annotate Next? An Empirical Study of Active Learning for Action Localization", European Conference on Computer Vision (ECCV 2018)

  7. Xin Yu, Basura Fernando, Bernard Ghanem, Fatih Porikli, Richard Hartley, "Face Super-resolution Guided by Facial Component Heatmaps", European Conference on Computer Vision (ECCV 2018)

  8. Yongqiang Zhang, Yancheng Bai, Mingli Ding, Bernard Ghanem, "SOD-MTGAN: Small Object Detection via Multi-Task Generative Adversarial Network", European Conference on Computer Vision (ECCV 2018)

  9. Matthias Mueller*, Vincent Casser*, Neil Smith, Dominik Michels, Bernard Ghanem, "Teaching UAVs to Race: End-to-End Regression of Agile Controls in Simulation", European Conference on Computer Vision Workshop on Computer Vision for UAVs (ECCVW 2018) [Oral] [Best Paper Award]

  10. Baoyuan Wu* and Bernard Ghanem*, "Lp-Box ADMM: A Versatile Framework for Integer Programming", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2018)

  11. Baoyuan Wu, Fan Jia, Wei Liu, Bernard Ghanem, Siwei Lyu, "Multi-label Learning with Missing Labels Using Mixed Dependency Graphs", International Journal on Computer Vision (IJCV 2018)

  12. Matthias Mueller, Vincent Casser, Jean Lahoud, Neil Smith, Bernard Ghanem, "Sim4CV: A photo-realistic simulator for computer vision applications", International Journal on Computer Vision (IJCV 2018)

  13. Yongqiang Zhang, Yancheng Bai, Mingli Ding, Yongqiang Li, Bernard Ghanem, "W2F: A Weakly-Supervised to Fully-Supervised Framework for Object Detection", IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

  14. Jian Zhang and Bernard Ghanem, "ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing", IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

  15. Adel Bibi, Modar Alfadly, Bernard Ghanem, "Analytic Expressions for Probabilistic Moments of PL-DNN with Gaussian Input", IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018) [Oral]

  16. Yancheng Bai, Yongqiang Zhang, Mingli Ding, Bernard Ghanem, "Finding Tiny Faces in the Wild with Generative Adversarial Network", IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018) [Oral]

  17. Baoyuan Wu, Weidong Chen, Peng Sun, Siwei Lyu, Bernard Ghanem, "Tagging Like Humans: Diverse and Distinct Image Annotation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

  18. Silvio Giancola, Mohieddine Amine, Tarek Dghaily, Bernard Ghanem, "SoccerNet: A Scalable Dataset for Action Spotting in Soccer Videos", IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2018) [Oral] [URL]

  19. Silvio Giancola, Jens Schneider, Peter Wonka, Bernard Ghanem, "Integration of Absolute Orientation Measurements in the KinectFusion Reconstruction Pipeline", IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2018)

  20. Rahaf Rahal, Daniel C. Asmar, Elie A. Shammas, Bernard Ghanem, "Object Oriented Structure from Motion: Can a Scribble Help?", pp. 541-548, VISIGRAPP 2018

2017

  1. Ganzhao Yuan and Bernard Ghanem, "L0TV: A Sparse Optimization Method for Impulse Noise Image Restoration", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2017)

  2. Adel Bibi and Bernard Ghanem, "High Order Tensor Formulation for Convolutional Sparse Coding", International Conference on Computer Vision (ICCV 2017) [more]

  3. Sara Shaheen, Lama Affara, and Bernard Ghanem, "Constrained Convolutional Sparse Coding for Parametric Based Reconstruction Of Line Drawings", International Conference on Computer Vision (ICCV 2017) [more]

  4. Jean Lahoud and Bernard Ghanem, "2D-Driven 3D Object Detection in RGB-D Images", International Conference on Computer Vision (ICCV 2017) [more]

  5. Shyamal Buch, Victor Escorcia, Bernard Ghanem, and Juan Carlos Niebles, "End-to-End, Single-Stream Temporal Action Detection in Untrimmed Videos", British Machine Vision Conference (BMVC 2017) [Oral]

  6. Sara Shaheen, Bernard Ghanem, "Stroke Style Transfer", Proceedings of Eurographics (Short Paper) 2017 [more]

  7. Adel Bibi, Hani Itani, Bernard Ghanem, "FFTLasso: Large-Scale Lasso in the Fourier Domain", Conference on Computer Vision and Pattern Recognition (CVPR 2017) [Oral] [more]

  8. Matthias Mueller, Neil Smith, Bernard Ghanem, "Context-Aware Correlation Filter Tracking", Conference on Computer Vision and Pattern Recognition (CVPR 2017) [Oral] [more]

  9. Fabian Caba, Wayner Barrios, Bernard Ghanem, "SCC: Semantic Context Cascade for Efficient Action Detection", Conference on Computer Vision and Pattern Recognition (CVPR 2017) [more]

  10. Baoyuan Wu, Fan Jia, Wei Liu, Bernard Ghanem, "Diverse Image Annotation", Conference on Computer Vision and Pattern Recognition (CVPR 2017) [more]

  11. Shyamal Buch, Victor Escorcia, Bernard Ghanem, Juan Carlos Niebles, "SST: Single-Stream Temporal Action Proposals", Conference on Computer Vision and Pattern Recognition (CVPR 2017) [more]

  12. Ganzhao Yuan, Wei-Shi Zheng, Bernard Ghanem, "A Matrix Splitting Method for Composite Function Minimization", Conference on Computer Vision and Pattern Recognition (CVPR 2017) [more]

  13. Yancheng Bai, Bernard Ghanem, "Multi-scale Fully Convolutional Network for Face Detection in the Wild", Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2017)

  14. Ganzhao Yuan, Bernard Ghanem, "An Exact Penalty Method for Binary Optimization Based on MPEC Formulation", AAAI Conference on Artificial Intelligence (AAAI 2017) [more]

  15. Muhammad Uzair, Faisal Shafait, Bernard Ghanem, Ajmal Mian, "Representation Learning with Deep Extreme Learning Machines for Efficient Image Set Classification", Neural Computing and Application (NCAA 2017)

2016

  1. Adel Bibi, Matthias Mueller, Bernard Ghanem, "Target Response Adaptation for Correlation Filter Tracking", European Conference on Computer Vision (ECCV 2016) [Spotlight][supp][more]

  2. Victor Escorcia, Fabian Caba, Juan Carlos Niebles, Bernard Ghanem, "DAPs: Deep Action Proposals for Action Understanding", European Conference on Computer Vision (ECCV 2016) [more]

  3. Lama Affara, Liangliang Nan, Bernard Ghanem, Peter Wonka, "Large Scale Asset Extraction for Urban Images", European Conference on Computer Vision (ECCV 2016) [more]

  4. Matthias Mueller, Neil Smith, Bernard Ghanem, "A Benchmark and Simulator for UAV Tracking", European Conference on Computer Vision (ECCV 2016) [supp][more]

  5. Yongqiang Li, Baoyuan Wu, Bernard Ghanem, Yongping Zhao, Hongxun Yao, Qiang Ji, “Facial Action Unit Recognition under Incomplete Data Based on Multi-label Learning with Missing Labels”, Pattern Recognition (PR 2016) [more]

  6. Matthias Mueller, Gopal Sharma, Neil Smith, Bernard Ghanem, "Persistent Aerial Tracking System for UAVs", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016) [more]

  7. Faisal Shafait, Ajmal Mian, Mark Shortis, Bernard Ghanem, Philip Culverhouse, Duane Edgington, Danelle Cline, Mehdi Ravenbakhsh, James Seager, and Euan Harvey, "Fish identification from videos captured in uncontrolled underwater environments", ICES Journal of Marine Science (2016) [more]

  8. Tianzhu Zhang, Adel Bibi, and Bernard Ghanem, "In Defense of Sparse Tracking: Circulant Sparse Tracker", Conference on Computer Vision and Pattern Recognition (CVPR 2016) [Spotlight][supp][more]

  9. Adel Bibi, Tianzhu Zhang, and Bernard Ghanem, "3D Part-Based Sparse Tracker with Automatic Synchronization and Registration", Conference on Computer Vision and Pattern Recognition (CVPR 2016) [more]

  10. Fabian Caba, Juan Carlos Niebles, and Bernard Ghanem, "Fast Temporal Activity Proposals for Efficient Detection of Human Actions in Untrimmed Videos", Conference on Computer Vision and Pattern Recognition (CVPR 2016) [supp][more]

  11. Baoyuan Wu, Siwei Lyu, and Bernard Ghanem, "Constrained Submodular Minimization for Missing Labels and Class Imbalance in Multi-label Learning", AAAI Conference on Artificial Intelligence (AAAI 2016) [more]

  12. Ganzhao Yuan and Bernard Ghanem, "A Proximal Alternating Direction Method for Semi-Definite Rank Minimization", AAAI Conference on Artificial Intelligence (AAAI 2016) [more]

2015

  1. Sara Shaheen, Alyn Rockwood, and Bernard Ghanem, "SAR: Stroke Authorship Recognition", Computer Graphics Forum 2015 [more]

  2. Baoyuan Wu, Siwei Lyu, and Bernard Ghanem, "ML-MG: Multi-label Learning with Missing Labels Using a Mixed Graph", International Conference on Computer Vision (ICCV 2015) [more]

  3. Rachit Dubey*, Joshua Peterson*, Aditya Khosla, Ming-Hsuan Yang, and Bernard Ghanem, "What makes an object memorable?", International Conference on Computer Vision (ICCV 2015) [more]

  4. Mohamed Hachama, Bernard Ghanem, and Peter Wonka, "Intrinsic Scene Decomposition from RGB-D Images", International Conference on Computer Vision (ICCV 2015) [more]

  5. Adel Bibi and Bernard Ghanem, "Multi-Template Scale Adaptive Kernelized Correlation Filters", International Conference on Computer Vision Workshop (ICCVW/VOT 2015) [more]

  6. Ganzhao Yuan and Bernard Ghanem, “L0TV : A New Method for Image Restoration in the Presence of Impulse Noise”, Conference on Computer Vision and Pattern Recognition (CVPR 2015) [oral][supp][URL]

  7. Bernard Ghanem, Ali Thabet, Juan Carlos Niebles, and Fabian Caba, “Robust Manhattan Frame Estimation from a Single RGB-D Image”, Conference on Computer Vision and Pattern Recognition (CVPR 2015) [more]

  8. Victor Castillo, Juan Carlos Niebles, and Bernard Ghanem, “On the Relationship between Visual Attributes and Convolutional Networks”, Conference on Computer Vision and Pattern Recognition (CVPR 2015) [more]

  9. Fabian Caba Heilbron, Victor Castillo, Bernard Ghanem, and Juan Carlos Niebles, “ActivityNet: A Large-Scale Video Benchmark for Human Activity Understanding”, Conference on Computer Vision and Pattern Recognition (CVPR 2015) [supp][URL]

  10. Tianzhu Zhang, Si Liu, Changsheng Xu, Shuicheng Yan, Bernard Ghanem, Narendra Ahuja, and Ming-Hsuan Yang, “Structural Sparse Tracking”, Conference on Computer Vision and Pattern Recognition (CVPR 2015) [more]

  11. Indriyati Atmosukarto, Narendra Ahuja, Bernard Ghanem, "Action Recognition using Discriminative Structured Trajectory Groups", Winter Conference on Applications of Computer Vision (WACV 2015) [more]

  12. Liangliang Nan, Caigui Jiang, Bernard Ghanem, Peter Wonka, "Template Assembly for Detailed Urban Reconstruction", Computer Graphics Forum (Proceedings of Eurographics) 2015 [more]

  13. Bernard Ghanem, Yuanhao Cao, Peter Wonka, "Designing Camera Networks by Convex Quadratic Programming", Computer Graphics Forum (Proceedings of Eurographics) 2015 [more][video]

  14. Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja, "Robust Visual Tracking via Exclusive Context Modeling", IEEE Transactions on Cybernetics 2015 [more]

2014

  1. Jagannadan Varadarajan, Indriyati Atmosukarto, Shaunak Ahuja, Bernard Ghanem, Narendra Ahuja, "Automated Playbook Generation in Football through Videos ", MIT Sloan Sports Analytics Conference [pdf][URL]

  2. Tianzhu Zhang, Si Liu, Narendra Ahuja, Ming-Hsuan Yang, Bernard Ghanem, "Robust Visual Tracking Via Consistent Low-Rank Sparse Learning", International Journal of Computer Vision (IJCV 2014)

  3. Alexandre Heili, Jagannadan Varadarajan, Bernard Ghanem, Narendra Ahuja, Jean-Marc Odobez, "Improving Head and Body Pose Estimation through Semi-Supervised Manifold Alignment", International Conference on Image Processing (ICIP 2014)

  4. Rachit Dubey, Akshat Dave, Bernard Ghanem, "Improving Saliency Models by Predicting Human Fixation Patches", Asian Conference on Computer Vision (ACCV 2014)

  5. Ali Thabet, Jean Lahoud, Daniel Asmar, Bernard Ghanem, "3D Aware Correction and Completion of Depth Maps in Piecewise Planar Scenes", Asian Conference on Computer Vision (ACCV 2014)

  6. Fabian Caba Heilbron, Ali Thabet, Juan Carlos Niebles, Bernard Ghanem, "Camera Motion and Surrounding Scene Appearance as Context for Action Recognition", Asian Conference on Computer Vision (ACCV 2014)

  7. Zhifeng Hao, Ganzhao Yuan, Bernard Ghanem, "BILGO: Bilateral Greedy Optimization for Large Scale Semidefinite Programming", Neurocomputing Journal 2014

2013

  1. Tianzhu Zhang, Bernard Ghanem, Si Liu, and Narendra Ahuja, "Low-Rank Sparse Coding for Image Classification", International Conference on Computer Vision (ICCV 2013)

  2. Jagannadan Varadarajan, Indriyati Atmosukarto, Shaunak Ahuja, Bernard Ghanem, Narendra Ahuja, "A Topic Model Approach to Represent and Classify American Football Plays", British Machine Vision Conference (BMVC2013)

  3. Tianzhu Zhang, Bernard Ghanem, Si Liu, and Narendra Ahuja, "Robust Visual Tracking via Structured Multi-Task Sparse Learning", International Journal of Computer Vision (IJCV 2013)

  4. Tianzhu Zhang, Bernard Ghanem, Changsheng Xu, Narendra Ahuja, "Object Tracking by Occlusion Detection via Structured Sparse Learning", IEEE International Workshop on Computer Vision in Sports (CVsports), 2013

  5. Indriyati Atmosukarto, Bernard Ghanem, Shaunak Ahuja, Karthik Muthuswamy, Narendra Ahuja, "Automatic Recognition of Offensive Team Formation in American Football Plays", IEEE International Workshop on Computer Vision in Sports (CVsports), 2013 [Best Paper Award]

  6. Ganzhao Yuan, Zhenjie Zhang*, Bernard Ghanem*, and Zhifeng Hao, "Low-Rank Quadratic Semidefinite Programming", Neurocomputing Journal 2013

2012

  1. Akshat Dave*, Rachit Dubey*, Bernard Ghanem, "Do Humans Fixate on Interest Points?", International Conference on Pattern Recognition (ICPR2012) [oral]

  2. Indriyati Atmosukarto, Bernard Ghanem, Narendra Ahuja, "Trajectory-based Fisher Kernel Representation for Action Recognition in Videos", International Conference on Pattern Recognition (ICPR2012) [oral]

  3. Bernard Ghanem, Maya Kreidieh*, Marc Farra*, Tianzhu Zhang, "Context-Aware Learning for Automatic Sports Highlight Recognition", International Conference on Pattern Recognition (ICPR2012)

  4. Tianzhu Zhang, Bernard Ghanem, and Narendra Ahuja, "Low-Rank Sparse Learning for Robust Visual Tracking", European Conference on Computer Vision (ECCV2012)

  5. Tianzhu Zhang, Bernard Ghanem, Si Liu, and Narendra Ahuja, "Robust Visual Tracking via Multi-Task Sparse Learning", IEEE Conference on Computer Vision and Pattern Recognition (CVPR2012) [oral]

  6. Tianzhu Zhang, Bernard Ghanem, and Narendra Ahuja, "Robust Multi-Object Tracking Via Cross-Domain Contextual Information For Sports Video Analysis", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012)

  7. Bernard Ghanem, Tianzhu Zhang, and Narendra Ahuja, "Robust Video Registration Applied to Field-Sports Video Analysis", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012)

  8. Bernard Ghanem and Narendra Ahuja, "Modeling Dynamic Swarms", Journal of Computer Vision and Image Understanding (CVIU 2012) (arXiv e-print 2011 arXiv:1102.1292v1 [cs.CV])

2011

  1. Bernard Ghanem and Narendra Ahuja, "A Probabilistic Framework for Discriminative Dictionary Learning", (arXiv e-print 2011 arXiv:1109.2389v1 [cs.CV])

  2. Emre Akbas, Bernard Ghanem, and Narendra Ahuja, "MIS-Boost: Multiple Instance Selection Boosting", (arXiv e-print 2011 arXiv:1109.2388v1 [cs.LG])

2010

  1. Bernard Ghanem and Narendra Ahuja, "Maximum Margin Distance Learning for Dynamic Texture Recognition", European Conference on Computer Vision (ECCV 2010)

  2. Bernard Ghanem and Narendra Ahuja, "Sparse Coding of Linear Dynamical Systems with an Application to Dynamic Texture Recognition", International Conference on Pattern Recognition (ICPR 2010)

  3. Bernard Ghanem and Narendra Ahuja, "Dinkelbach NCUT: A Framework for Solving Normalized Cuts Problems with Priors and Convex Constraints", International Journal of Computer Vision (IJCV 2010) [code]

2008

  1. Bernard Ghanem and Narendra Ahuja, "Extracting a Fluid Dynamic Texture and the Background from Video", Conference on Computer Vision and Pattern Recognition (CVPR 2008)

  2. Bernard Ghanem, Esther Resendiz, and Narendra Ahuja, "Segmentation-Based Perceptual Image Quality Assessment (SPIQA)", International Conference on Image Processing (ICIP 2008)

2007

  1. Bernard Ghanem, Jianming Liang, Jinbo Bi, Marcos Salganicoff, and Arun Krishnan, "Reduction of Lymph Tissue False Positives in Pulmonary Embolism Detection", SPIE Medical Imaging Conference 2007

  2. Bernard Ghanem and Narendra Ahuja, "Phase Based Modeling of Dynamic Textures", International Conference on Computer Vision (ICCV 2007)

  3. Bernard Ghanem and Narendra Ahuja, "Phase PCA for Dynamic Texture Video Compression", International Conference on Image Processing (ICIP 2007)

Before 2007

  1. M. Bernardine Dias, Bernard Ghanem, and Anthony Stentz, "Improving Cost Estimation in Market-Based Coordination of a Distributed Sensing Task", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2005)

  2. Bernard Ghanem, Ali Fawaz, and Ghassan Karame, "Real-Time Vision-Based Mobile Robot Navigation in Outdoor Environments", 4th annual AUB Student Conference 2005 [Best paper award]

  3. Bernard Ghanem, "Dynamic Textures: Models and Applications", PhD Thesis, University of Illinois at Urbana-Champaign. 2010

  4. Bernard Ghanem, "Phase Based Modeling of Dynamic Textures and its Applications", MS Thesis, University of Illinois at Urbana-Champaign. 2007

Book Chapters:

  1. Indriyati Atmosukarto, Bernard Ghanem, Mohamed Saadalla, Narendra Ahuja, "Recognizing Team Formation in American Football", Computer Vision in Sports (Springer), pages 271-291, 2015