
CRCV | Center for Research in Computer Vision
University of Central Florida
4328 Scorpius St.
HEC 245D
Orlando, FL 32816-2365
Phone: (407) 823-5077
Fax: (407) 823-0594
Email: shah@crcv.ucf.edu
UCF Graduate Faculty Profile: Click here
Faculty – Mubarak Shah
2022
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection Conference
IEEE Computer Vision and Pattern Recognition, 2022.
TransGeo: Transformer Is All You Need for Cross-view Image Geo-localization Conference
IEEE Computer Vision and Pattern Recognition, 2022.
PSTR: End-to-End One-Step Person Search With Transformers Conference
IEEE Computer Vision and Pattern Recognition, 2022.
OW-DETR: Open-world Detection Transformer Conference
IEEE Computer Vision and Pattern Recognition, 2022.
SPAct: Self-supervised Privacy Preservation for Action Recognition Conference
IEEE Computer Vision and Pattern Recognition, 2022.
UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection Conference
IEEE Computer Vision and Pattern Recognition, 2022.
UNICON: Combating Label Noise Through Uniform Selection and Contrastive Learning Conference
IEEE Computer Vision and Pattern Recognition, 2022.
TCLR: Temporal Contrastive Learning for Video Representation Journal Article
In: Computer Vision and Image Understanding, vol. 219, iss. 1077-3142, pp. 103406, 2022.
Self-Supervised Video Object Segmentation via Cutout Prediction and Tagging Technical Report
no. arXiv:2204.10846, 2022.
Tag-Based Attention Guided Bottom-Up Approach for Video Instance Segmentation Technical Report
no. arXiv:2204.10765, 2022.
Video Action Detection: Analysing Limitations and Challenges Conference
IEEE Computer Vision and Pattern Recognition, 2022.
Transferable 3D Adversarial Textures using End-to-end Optimization Conference
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2022.
Dense Video Captioning with Early Linguistic Information Fusion Journal Article
In: IEEE Transactions on Multimedia, pp. 1-1, 2022.
Self-Joint Supervised Learning Conference
International Conference on Learning Representations (ICLR), 2022.
Automated Defect Detection and Localization in Photovoltaic Cells Using Semantic Segmentation of Electroluminescence Images Journal Article
In: IEEE Journal of Photovoltaics, vol. 12, no. 1, pp. 53-61, 2022.
2021
Reformulating Zero-shot Action Recognition for Multi-label Actions Conference
Thirty-fifth Conference on Neural Information Processing Systems, 2021.
Geometric Feature Learning for 3D Meshes Journal Article
In: arXiv, 2021.
Routing with Self-Attention for Multimodal Capsule Networks Unpublished
arXiv preprint arXiv:2112.00775, 2021.
Self-supervised Knowledge Distillation for Few-shot Learning Conference
British Machine Vision Conference, Nov 22-25, 2021.
Meta-learning the Learning Trends Shared Across Tasks Conference
British Machine Vision Conference, Nov 22-25, 2021.
Advances in Adversarial Attacks and Defenses in Computer Vision: A Survey Journal Article
In: IEEE Access, vol. 9, pp. 155161-155196, 2021.
Discriminative Region-based Multi-Label Zero-Shot Learning Conference
International Conference on Computer Vision, 2021.
Face Image Retrieval with Attribute Manipulation Conference
International Conference on Computer Vision, 2021.
Handwriting Transformers Conference
International Conference on Computer Vision, 2021.
Video Geo-Localization Employing Geo-Temporal Feature Learning and GPS Trajectory Smoothing Conference
International Conference on Computer Vision, 2021.
Novel View Video Prediction using Dual Representation Conference
IEEE International Conference on Image Processing, 2021.
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities Conference
IEEE International Conference on Image Processing, 2021.
Deep Photo Cropper and Enhancer Journal Article
In: CoRR, vol. abs/2008.00634, 2021.
Florida Wildlife Camera Trap Dataset Workshop
IEEE Conference on Computer Vision and Pattern Recognition, CV4Animals: Computer Vision for Animal Behavior Tracking and Modeling Workshop., 2021.
PC-DAN: Point Cloud based Deep Affinity Network for 3D Multi-Object Tracking Workshop
IEEE Conference on Computer Vision and Pattern Recognition, 2nd Workshop on Visual Perception for Navigation in Human Environments - The JackRabbot Social Grouping and Activity Dataset and Benchmark, 2021.
PLM: Partial Label Masking for Imbalanced Multi-label Classification Workshop
IEEE Conference on Computer Vision and Pattern Recognition, Learning from Limited or Imperfect Data (L2ID) Workshop, 2021.
Modeling Multi-Label Action Dependencies for Temporal Action Localization Conference
IEEE Conference on Computer Vision and Pattern Recognition (Oral), 2021.
Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces Conference
IEEE Conference on Computer Vision and Pattern Recognition, 2021.
Found a Reason for me? Weakly-supervised Grounded Visual Question Answering using Capsules Conference
IEEE Conference on Computer Vision and Pattern Recognition, 2021.
Anomaly Detection in Video via Self-Supervised and Multi-Task Learning Conference
IEEE Conference on Computer Vision and Pattern Recognition, 2021.
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Conference
IEEE Conference on Computer Vision and Pattern Recognition, 2021.
Dogfight: Detecting Drones from Drones Videos Conference
IEEE Conference on Computer Vision and Pattern Recognition, 2021.
In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning Conference
Ninth International Conference on Learning Representations (ICLR), 2021.
Human Action Recognition in Drone Videos using a Few Aerial Training Examples Journal Article
In: Computer Vision and Image Understanding, vol. vol. 206, no. 103186, 2021.
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Journal Article
In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.
Transformers in Vision: A Survey Technical Report
no. arXiv:2101.01169, 2021.
Deep Learning-Based Human Pose Estimation: A Survey Technical Report
no. arXiv:2012.13392, 2021.
2020
MMFT-BERT: Multimodal Fusion Transformer with BERT Encodings for Visual Question Answering Conference
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, EMNLP, 2020.
Anomaly Detection in Video via Self-Supervised and Multi-Task Learning Technical Report
no. arXiv:2011.07491, 2020.
A Scene-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Technical Report
no. arXiv:2008.12328, 2020.
Multi-view Action Recognition using Cross-view Video Prediction Conference
16th European Conference on Computer Vision, 2020.
Simultaneous Detection and Tracking with Motion Modelling for Multiple Object Tracking Conference
16th European Conference on Computer Vision, 2020.
Count- and Similarity-aware R-CNN for Pedestrian Detection Conference
16th European Conference on Computer Vision, 2020.
Cassandra: Detecting Trojaned Networks from Adversarial Perturbations Technical Report
no. arXiv:2007.14433, 2020.
Odyssey: Creation, Analysis and Detection of Trojan Models Technical Report
no. arXiv:2007.08142, 2020.
- Fellow, ACM (Association for Computing Machinery), 2021.
- Fellow, NAI (National Academy of Inventors), 2020.
- Fellow, AAAS (American Association of Advancement of Science), 2010.
- Fellow, SPIE (Society of Photographic Instrumentation Engineers), 2008.
- Fellow, IAPR (International Association of Pattern Recognition), 2006.
- Fellow, IEEE (Institute of Electrical and Electronic Engineers), 2003.
- ACM SIGMM award for Outstanding Technical Contributions to Multimedia Computing, Communications and Applications, 2019.
- Inducted to UCF Chapter of National Academy of Innovators, December 2017.
- UCF Luminary Award, October 2017
- University Excellence in Research Award, 2017.
- Faculty Excellence in Mentoring Doctoral Students Award, 2017
- Top 10% Paper Award at International Conference on Image Processing (ICIP-2014), 2014.
- 2nd place in NHK Where is beauty? Grand Challenge at the ACM Multimedia 2013 conference.
- NGA(National Geo-spatial Intelligence Agency) Best Research Poster award at NARP Symposium Award, 2013.
- University Distinguished Researcher award, 2012.
- College of Engineering & Computer Science Advisory Board Award For Faculty Excellence, 2011
- Scholarship of Teaching and Learning (SoTL) award, 2011.
- Finalist for the Best Paper award, ACM Conference on Multimedia, 2010.
- ACM Distinguished Speaker (DSP), 2008-2014.
- University Distinguished Researcher award, 2007.
- Sindhi Association of North American award, 2007.
- Pegasus Professor, 2006.
- UCF Millionaires' Club, 2005, 2006, 2009-2013, 2015.
- Honorable mention, ICCV 2005 Where Am I? Challenge Problem.
- Finalist for the Best Paper award, ACM Conference on Multimedia, 2005.
- Research Incentive Award (RIA), 2003, 2009, 2014.
- Teaching Incentive Program (TIP) Award, 1996, 2003.
- IEEE Distinguished Visitors Program Speaker, 1997-2000.
- Engineering Achievement Award of Information Systems Division of Harris Corporation, 1999.
- IEEE Outstanding Engineering Educator Award, 1997.
- TOKTEN awards by UNDP, 1992, 1995, 2000.
- Philips International Institute Scholarship 1980.
- ACM Member
- ACM SIGMM Member
- IEEE Life Fellow
- IEEE Computer Society Member
- Human Activity Recognition: Learning with Less Labels and Privacy Preservation, Keynote Talk at SPIE automatic Target Recognition XXXII, 4-5 April 2022
- CAP6412 2022 lecture2
- MMP Tracking Workshop Keynote - October 28, 2021
- 34 Years of Research Experience for Undergraduates in Computer Vision
- CVPR 2021 Tutorial: "Cross-View Geo-Localization: Ground-to-Aerial Image Matching"
- Current Funded Research at CRCV - June 2021
- Learning With Less Labels
- CAP6412 Advanced Computer Vision - Spring 2021
- Keynote_(Person Re-Identification and Tracking in Multiple Non-Overlapping Cameras)
- SIGMM Technical Achievement Award 2019, Keynote Talk
- Capsule Networks for Computer Vision – CVPR 2019 Tutorial
- CAP6412 Advanced Computer Vision - Spring 2019
- Deep Learning
- CAP6412 Advanced Computer Vision - Spring 2018
- UCF Computer Vision Video Lectures 2014
- Multi-Object Tracking: Crowd Tracking and Group Action Recognition
- UCF Computer Vision Video Lectures 2012
- Have taught ten different courses at the graduate and undergraduate level, introduced a new honors course (co-taught with a Mathematics Professor), and directed numerous independent studies of undergraduate and graduate students;
- Have conducted seven short courses and tutorials in ve different countries (Italy, US, Pakistan, Mexico, Taiwan) (http://www.cs.ucf.edu/vision/accv2000h-6.pdf.);
- I have authored an unpublished book Fundamental of Computer Vision, which I use for my class and is also available on the web: http://www.cs.ucf.edu/courses/cap6411/book.pdf.
- My pedagogical contributions are covered in four text books by popular authors: Computer Vision: Algorithms and Applications, Richard Szeliski; Robot Vision, Haralick and Shapiro; Introductory Techniques for 3D Computer Vision, Veri and Trucco; and Computer Vision, Shapiro and Stockman.
- I have provided videos of my Computer Vision Lectures on youtube, which has received close to one million views: https://www.youtube.com/playlist?list=PLd3hlSJsX_ Imk_BPmB_H3AQjFKZS9XgZm
- CAP 6412 Advanced Computer Vision https://www.crcv.ucf.edu/courses/cap6412-spring-2019/
- CAP 5415 Computer Vision http://www.cs.ucf.edu/courses/cap6411/cap5415
- CAP 6411 Computer Vision Systems http://www.cs.ucf.edu/courses/cap6411/cap6411/fall02/cap6411_fall02.html
- COT 6505 Numerical Optimization http://www.cs.ucf.edu/courses/cap6411/cot6505/spring03/cot6505_sp03.html
- CAP 3930H Computer Vision Guided Tour of Mathematics
- CAP 6938 Special Topics: Mathematical Tools for Computer Vision
- CAP 4932 Intro Robot Vision
- COT 4110 Numerical Calculus
- COP 3400 Assembly Language
- COP 3402 Systems Concepts and Programming