Publications

@conference{Frakes2024,

title = {Efficient and consistent zero-shot video generation with diffusion models},

author = {Ethan Frakes and Umar Khalid and Chen Chen},

url = {https://www.crcv.ucf.edu/wp-content/uploads/2018/11/Report-Ethan-Frakes.pdf

https://spie.org/defense-commercial-sensing/presentation/Efficient-and-consistent-zero-shot-video-generation-with-diffusion-models/13034-8#_=_},

year  = {2024},

date = {2024-04-22},

urldate = {2024-04-22},

publisher = {SPIE Defense+ Commercial Sensing},

abstract = {Recent diffusion-based generative models employ methods such as one-shot fine-tuning an image diffusion model for video generation. However, this leads to long video generation times and suboptimal efficiency. To resolve this long generation time, zero-shot text-to-video models eliminate the fine-tuning method entirely and can generate novel videos from a text prompt alone. While the zero-shot generation method greatly reduces generation time, many models rely on inefficient cross-frame attention processors, hindering the diffusion model’s utilization for real-time video generation. We address this issue by introducing more efficient attention processors to a video diffusion model. Specifically, we use attention processors (i.e. xFormers, FlashAttention, and HyperAttention) that are highly optimized for efficiency and hardware parallelization. We then apply these processors to a video generator and test with both older diffusion models such as Stable Diffusion 1.5 and newer, high-quality models such as Stable Diffusion XL. Our results show that using efficient attention processors alone can reduce generation time by around 25%, while not resulting in any change in video quality. Combined with the use of higher quality models, this use of efficient attention processors in zero-shot generation presents a substantial efficiency and quality increase, greatly expanding the video diffusion model’s application to real-time video generation.},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Cui2023,

title = {On the Robustness of Large Multimodal Models Against Image Adversarial Attacks},

author = {Xuanming Cui and Alejandro Aparcedo and Young Kyun Jang and Ser-Nam Lim},

url = {https://arxiv.org/pdf/2312.03777

https://arxiv.org/abs/2312.03777},

doi = {https://doi.org/10.48550/arXiv.2312.03777},

year  = {2023},

date = {2023-06-18},

publisher = {IEEE/CVF Computer Vision and Pattern Recognition Conference},

abstract = {Recent advances in instruction tuning have led to the development of State-of-the-Art Large Multimodal Models (LMMs). Given the novelty of these models, the impact of visual adversarial attacks on LMMs has not been thoroughly examined. We conduct a comprehensive study of the robustness of various LMMs against different adversarial attacks, evaluated across tasks including image classification, image captioning, and Visual Question Answer (VQA). We find that in general LMMs are not robust to visual adversarial inputs. However, our findings suggest that context provided to the model via prompts, such as questions in a QA pair helps to mitigate the effects of visual adversarial inputs. Notably, the LMMs evaluated demonstrated remarkable resilience to such attacks on the ScienceQA task with only an 8.10% drop in performance compared to their visual counterparts which dropped 99.73%. We also propose a new approach to real-world image classification which we term query decomposition. By incorporating existence queries into our input prompt we observe diminished attack effectiveness and improvements in image classification accuracy. This research highlights a previously under-explored facet of LMM robustness and sets the stage for future work aimed at strengthening the resilience of multimodal systems in adversarial environments.},

keywords = {CVPR, REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Urooj2023,

title = {Learning Situation Hyper-Graphs for Video Question Answering},

author = {Aisha Urooj and Hilde Kuehne and Bo Wu and Kim Chheu and Walid Bousselham and Chuang Gan and Niels Lobo and Mubarak Shah},

url = {https://www.crcv.ucf.edu/wp-content/uploads/2018/11/2023072364-4.pdf

https://www.crcv.ucf.edu/wp-content/uploads/2018/11/SHG_VQA_CVPR2023_cam_ready_supp.pdf

},

year  = {2023},

date = {2023-06-18},

urldate = {2023-06-18},

publisher = {IEEE Computer Vision and Pattern Recognition},

abstract = {Answering questions about complex situations in videos requires not only capturing the presence of actors, objects, and their relations but also the evolution of these relationships over time. A situation hyper-graph is a representation that describes situations as scene sub-graphs for video frames and hyper-edges for connected sub-graphs and has been proposed to capture all such information in a compact structured form. In this work, we propose an architecture for Video Question Answering (VQA) that enables answering questions related to video content by predicting situation hyper-graphs, coined Situation Hyper-Graph based Video Question Answering (SHG-VQA). To this end, we train a situation hyper-graph decoder to implicitly identify graph representations with actions and object/human-object relationships from the input video clip. and to use cross-attention

between the predicted situation hyper-graphs and the question embedding to predict the correct answer. The proposed

method is trained in an end-to-end manner and optimized by a VQA loss with the cross-entropy function and a Hungarian

matching loss for the situation graph prediction. The effectiveness of the proposed architecture is extensively evaluated

on two challenging benchmarks: AGQA and STAR. Our results show that learning the underlying situation hypergraphs

helps the system to significantly improve its performance for novel challenges of video question-answering tasks. },

keywords = {CVPR, REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Schatz2020,

title = {A Recurrent Transformer Network for Novel View Action Synthesis},

author = {Kara Marie Schatz and Erik Quintanilla and Shruti Vyas and Yogesh Singh Rawat},

url = {https://www.crcv.ucf.edu/wp-content/uploads/2020/07/Projects_A-Recurrent-Transformer-Network-for-Novel-View-Action-Synthesis.pdf

https://www.crcv.ucf.edu/research/projects/a-recurrent-transformer-network-for-novel-view-action-synthesis/},

year  = {2020},

date = {2020-08-23},

urldate = {2020-08-23},

booktitle = {16th European Conference on Computer Vision},

abstract = {In this work, we address the problem of synthesizing human actions from novel views. Given an input video of an actor performing some action, we aim to synthesize a video with the same action performed from a novel view with the help of an appearance prior. We propose an end-to-end deep network to solve this problem. The proposed network utilizes the change in viewpoint to transform the action from the input view to the novel view in feature space. The transformed action is integrated with the target appearance using the proposed  recurrent transformer network, which provides a transformed appearance for each time-step in the action sequence. The recurrent transformer network utilize action key-points which are determined in an unsupervised approach using the encoded action features. We also propose a hierarchical structure for the recurrent transformation which further improves the performance. We demonstrate the effectiveness of the proposed method through extensive experiments conducted on a large-scale multi-view action recognition NTU-RGB+D dataset. In addition, we show that the proposed method can transform the action to a novel viewpoint with an entirely different scene or actor. The code is publicly available at https://github.com/schatzkara/cross-view-video.},

keywords = {Cross-View, ECCV, REU, View Action Synthesis, View Synthesis},

pubstate = {published},

tppubtype = {conference}

}

@conference{LaPlace2019,

title = {Segmenting Sky Pixels in Images: Analysis and Comparison},

author = {Cecilia LaPlace and Aisha Urooj Khan and Ali Borji },

year  = {2019},

date = {2019-08-02},

booktitle = {IEEE Winter Conference on Applications of Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Chuquicusma2018,

title = {How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis},

author = {Maria Mosquera Chuquicusma, and Sarfaraz Hussein and Ulas Bagci },

year  = {2018},

date = {2018-08-01},

booktitle = {IEEE 15th International Symposium},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Prokaj2017,

title = {Scale Space Based Grammar for Hand Detection},

author = {Jan Prokaj and Niels da Vitoria Lobo },

year  = {2017},

date = {2017-08-08},

booktitle = {Springer Lecture Notes in Computer Science},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Finocchiaro2017b,

title = { Egocentric Height Estimation},

author = {Jessica Finocchiaro and AU Khan and Ali Borji},

year  = {2017},

date = {2017-08-02},

booktitle = {WACV},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Laurel2017,

title = {Query-focused video summarization: Dataset, Evaluation, and a Memory Network Based Approach},

author = {Jacob Laurel and Aidean Sharghi and et al.},

year  = {2017},

date = {2017-08-01},

booktitle = {CVPR},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sharghi2017b,

title = {Query-Focused Video Summarization: Dataset, Evaluation, and A Memory Network Based Approach},

author = {Aidean Sharghi and J. Laurel and Boqing Gong },

year  = {2017},

date = {2017-07-22},

booktitle = { IEEE Conference on Computer Vision and Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Kalayeh2015b,

title = {How to Take a Good Selfie?},

author = {Mahdi M. Kalayeh and Misrak Seifu and Wesna LaLanne and Mubarak Shah },

year  = {2015},

date = {2015-10-26},

booktitle = {ACM Multimedia Conference},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Ardeshir2015,

title = {Geo-semantic Segmentation},

author = {Shervin Ardeshir and Kofi Malcolm Collins-Sibley and Mubarak Shah},

url = {https://www.crcv.ucf.edu/papers/cvpr2015/Geo-semantic_Segmentation.pdf

https://www.crcv.ucf.edu/projects/Geosemantic/

https://www.youtube.com/watch?v=jf5U3gdF5yEhttps://www.youtube.com/watch?v=jf5U3gdF5yE

},

year  = {2015},

date = {2015-01-29},

urldate = {2015-01-29},

publisher = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2015)},

keywords = {Deep Learning, Geo-Localization, REU, Semantic Segmentation},

pubstate = {published},

tppubtype = {conference}

}

@conference{Dehghan2014c,

title = {Who Do I Look Like? Determining Parent-Offspring Resemblance via Genetic Features},

author = {Afshin Dehghan and Enrique G. Ortiz and Ruben Villegas and Mubarak Shah },

year  = {2014},

date = {2014-06-23},

booktitle = {CVPR },

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Ardeshir2015b,

title = {GIS-Assisted Object Detection and Geospatial Localization},

author = {Shervin Ardeshir and Amir Roshan Zamir and Alejandro Torroella and Mubarak Shah},

url = {https://www.crcv.ucf.edu/papers/GIS_ECCV14.pdf},

year  = {2014},

date = {2014-01-25},

urldate = {2014-01-25},

publisher = {ECCV 2014},

keywords = {Deep Learning, Geo-Localization, GIS, Object Detection, REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Idrees2014c,

title = { Tracking in dense crowds using prominence and neighborhood motion concurrence},

author = {Haroon Idrees and Nolan Warner and Mubarak Shah },

year  = {2014},

date = {2014-01-01},

urldate = {2014-01-01},

booktitle = { Image and Vision Computing},

keywords = {Crowd Analysis, REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Han2013,

title = {Album-Oriented Face Recognition For Online Social Networks},

author = {Z. Han and S. Z. Masood and J. Hochreiter and S. Fonte and M. F. Tappen},

year  = {2013},

date = {2013-08-01},

booktitle = {IEEE International Conference on Automatic Face and Gesture Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Ortiz2013b,

title = { Face Recognition in Movie Trailers via Mean Sequence Sparse Representation-based Classification},

author = {Enrique G. Ortiz and Alan Wright and Mubarak Shah },

year  = {2013},

date = {2013-06-24},

booktitle = {Computer Vision and Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Idrees2013b,

title = {Multi-Source Multi-Scale Counting in Extremely Dense Crowd Images},

author = {Haroon Idrees and Imran Saleemi and Cody Seibert and Mubarak Shah },

year  = {2013},

date = {2013-06-23},

booktitle = {Computer Vision and Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Gupta2013b,

title = {Markerless Tracking And Gesture Recognition Using Polar Correlation of Camera Optical Flow},

author = {P. Gupta and Niels da Vitoria Lobo and J.J. LaViola and Jon Harter and Phillip Napieralski },

year  = {2013},

date = {2013-04-01},

booktitle = { Machine Vision and Applications Journal},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Zamir2011,

title = { Street View Challenge: Identification of Commercial Entities in Street View Imagery},

author = {Amir Roshan Zamir and Alexander Darino and Ryan Patrick and Mubarak Shah },

year  = {2011},

date = {2011-12-18},

urldate = {2011-12-18},

booktitle = {ICMLA},

keywords = {Geo-Localization, REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Schwarz2007,

title = {The Camera-driven Interactive Table},

author = {Chris Schwarz and Niels da Vitoria Lobo },

year  = {2007},

date = {2007-08-03},

booktitle = {IEEE WACV,},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Miller2007c,

title = {A Vision-Based System for a UGV to Handle a Road Intersection},

author = {Andrew Miller and Javed Ahmed and Mubarak Shah and Don Harper and M.N. Jafri},

year  = {2007},

date = {2007-08-02},

booktitle = {AAAI},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Reilly2007,

title = {Motion and Appearance Contexts for Tracking and Reacquiring Targets in Aerial Videos},

author = {Vladimir Reilly and Mubarak Shah and Saad Ali},

year  = {2007},

date = {2007-08-01},

booktitle = { CVPR},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Miller2007b,

title = { Foreground Segmentation in Surveillance Scenes Containing a Door},

author = {Andrew Miller and Mubarak Shah },

year  = {2007},

date = {2007-08-01},

booktitle = {ICME},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Schwarz2005b,

title = { Hand Pose Detection using Segments},

author = {Chris Schwarz and Niels da Vitoria Lobo },

year  = {2005},

date = {2005-05-04},

booktitle = {Proc. CRV2005},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Garcia2005b,

title = { Finding Heads in Single Images},

author = {Justin Garcia and Niels da Vitoria Lobo and Mubarak Shah and J. Feinstein },

year  = {2005},

date = {2005-05-03},

booktitle = {Proc. CRV},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Batz2005b,

title = {Visual System for Monitoring Medication Intake},

author = {David Batz and Michael Batz and Niels da Vitoria Lobo and Mubarak Shah },

year  = {2005},

date = {2005-05-02},

booktitle = {Proc CRV},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Schwarz2005,

title = {Hand Pose Detection using Segments},

author = {Chris Schwarz and Niels da Vitoria Lobo},

year  = {2005},

date = {2005-05-01},

booktitle = {CRV},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Wells2004b,

title = {Automatic Visual Tracking for Analysis of Lifting},

author = {Michael Wells and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2004},

date = {2004-08-05},

booktitle = {Proc. IMVIP},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{III2004,

title = {Object Tracking in Low Frame-Rate Video},

author = {Alfred K. Levy III and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2004},

date = {2004-08-02},

booktitle = {Proc. IMVIP2004},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Smith2003b,

title = {Determining Driver Visual Attention with One Camera},

author = {Paul Smith and Mubarak Shah and Niels da Vitoria Lobo},

year  = {2003},

date = {2003-10-08},

booktitle = {IEEE Transactions on Pattern Analysis and Machine Intelligence},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Datta2003b,

title = {Novel Feature Vector for Image Authentication},

author = {Ankur Datta and Niels da Vitoria Lobo and John Leeson },

year  = {2003},

date = {2003-08-08},

booktitle = {ICME},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Bhatt2003,

title = { Automatic recognition of a baby gesture},

author = {Jigna Bhatt and Niels da Vitoria Lobo and Mubarak Shah and Bebis G. },

year  = {2003},

date = {2003-08-06},

booktitle = {ICTAI},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Datta2003,

title = {Person-on-Person Violence Detection in Moving and Stationary Camera Videos},

author = {Ankur Datta and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2003},

date = {2003-08-06},

booktitle = { IASTED conference},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{A.2002,

title = {Wheelchair Detection in a Calibrated Environment},

author = {Myles A. and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2002},

date = {2002-08-12},

booktitle = {ACCV},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Datta2002b,

title = { Person-on-Person Violence Detection in Video Data},

author = {Ankur Datta and Mubarak Shah and Niels da Vitoria Lobo },

year  = {2002},

date = {2002-08-09},

booktitle = {International Conference on Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Dever2002b,

title = {Automatic Visual Recognition of Armed Robbery},

author = {Jaime Dever and Niels da Vitoria Lobo and Mubarak Shah },

year  = {2002},

date = {2002-08-08},

booktitle = {IEEE International Conference on Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Shu2002,

title = {Part-based Multiple-Person Tracking with Partial Occlusion Handling},

author = {Guang Shu and Afshin Dehghan and Omar Oreifej and Emily Hand and Mubarak Shah },

year  = {2002},

date = {2002-06-16},

booktitle = {Computer Vision and Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Russo2002b,

title = {A Computer Vision System for Monitoring Production of Fast Food},

author = {Richard Russo and Niels da Vitoria Lobo and Mubarak Shah },

year  = {2002},

date = {2002-01-11},

booktitle = {Asian Conference on Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{III2002b,

title = {Flame Recognition in Video,},

author = {Walter Phillips III and Mubarak Shah and Niels da Vitoria Lobo},

year  = {2002},

date = {2002-01-01},

booktitle = {Pattern Recognition Letters},

volume = {23},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Ayers2001b,

title = {Monitoring Human Behavior from Video Taken in an Office Environment},

author = {Douglas Ayers and Mubarak Shah},

year  = {2001},

date = {2001-10-01},

booktitle = {Image and Vision Computing},

volume = {19},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{B.2001,

title = {Human identification through body measurements},

author = {Bracewell D. B. and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2001},

date = {2001-08-06},

booktitle = {Proceedings of Computers and Their Applications},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Wallick2001c,

title = {A System for Placing Videotaped and Digital Lectures Online},

author = {M. Wallick and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2001},

date = {2001-08-03},

booktitle = {International Symposium on Intelligent Multimedia, Video and Speech},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Wallick2001b,

title = {Computer Vision Framework for Analyzing Projections from Video of Lectures},

author = {M. Wallick and Niels da Vitoria Lobo and Mubarak Shah },

year  = {2001},

date = {2001-06-01},

booktitle = {International Journal of Computers and Their Applications - Special Issue on Intelligent Systems},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{III2000b,

title = {Flame Detection in Video},

author = {Walter Phillips III and Mubarak Shah and Niels da Vitoria Lobo },

year  = {2000},

date = {2000-12-04},

booktitle = {Applications of Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Smith2000b,

title = {Monitoring Head/Eye Motion for Driver Alertness with One Camera },

author = {Paul Smith and Mubarak Shah and Niels da Vitoria Lobo},

year  = {2000},

date = {2000-09-03},

booktitle = { Fifteenth IEEE International Conference on Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Wallick2000b,

title = {A Computer Vision Framework for Analyzing Computer and Overhead Projections from Within Video},

author = {M. Wallick and Niels da Vitoria Lobo and Mubarak Shah},

year  = {2000},

date = {2000-08-07},

booktitle = {International Conference for Intelligent Systems},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Wu2000b,

title = {A Virtual 3D Blackboard: 3D Finger Tracking using a single camera},

author = {Andrew Wu and Mubarak Shah and Niels da Vitoria Lobo},

year  = {2000},

date = {2000-08-01},

booktitle = {Fourth IEEE International Conference on Automatic Face and Gesture Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Zhang1999c,

title = {Shape from Shading: A Survey},

author = {Ruo Zhang and Ping-sing Tsai and James Cryer and Mubarak Shah},

year  = {1999},

date = {1999-08-01},

booktitle = {IEEE PAMI},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Davis1999,

title = {Toward 3-D Gesture Recognition},

author = {James Davis and Mubarak Shah},

year  = {1999},

date = {1999-05-04},

booktitle = {International Journal of Pattern Recognition and Artificial Intelligence},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Ortega1998b,

title = {From Shape from Shading to Object Recognition},

author = {A. Ortega and Mubarak Shah},

year  = {1998},

date = {1998-11-01},

booktitle = { International Journal of Pattern Recognition and Artificial Intelligence},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Windyga1998b,

title = {A non-linear filter for impulsive noise reduction},

author = {Piotr Windyga and Chris Ingrassia and Mubarak Shah},

year  = {1998},

date = {1998-08-05},

booktitle = {Proceedings of Joint Conference of Information Sciences},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Ayers1998b,

title = {Monitoring Human Behavior in an Office Environment},

author = {Douglas Ayers and Mubarak Shah},

year  = {1998},

date = {1998-08-03},

booktitle = {Applications of Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sutton1998,

title = {Reasoning about function to achieve generic recognition of rigid 3-D shapes},

author = {M. Sutton and L. Stark and K. Bowyer},

year  = {1998},

date = {1998-08-01},

booktitle = {Pattern Recognition,},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Dettmer1998b,

title = {Model-based approach for recognizing human activities From Video Sequences},

author = {Shawn Dettmer and A. Seetharamaiah and L. Wang and Mubarak Shah },

year  = {1998},

date = {1998-01-01},

booktitle = {NSF Workshop on Recent Advances in Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Nan1997,

title = {Visually Recognizing Speech Using Eigensequences},

author = {Li Nan and Shawn Dettmer and Mubarak Shah},

year  = {1997},

date = {1997-08-02},

booktitle = {Motion-Based Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Prestopnik1997,

title = {Manipulating MR/CT Data With Hand Gestures},

author = {Paul Prestopnik and Mubarak Shah},

year  = {1997},

date = {1997-08-01},

booktitle = {Sixth International Conference on Intelligent Systems},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sutton2020,

title = {Towards a domain-independent function-based recognition system},

author = {M. Sutton and H. Liu and K. Bowyer },

year  = {1996},

date = {1996-08-09},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Cicero1996,

title = {Design of a Stereo Robot Head: Hardware and Software Issues},

author = {Tana Cicero},

year  = {1996},

date = {1996-08-01},

booktitle = {IEEE},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Nan1995c,

title = {Visual Lipreading Using Eigensequences},

author = {Li Nan and Shawn Dettmer and Mubarak Shah },

year  = {1995},

date = {1995-08-08},

booktitle = {Automatic Face and Gesture Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Cryer1995b,

title = {Combining Stereo and Shading},

author = {James Cryer and Ping-sing Tsai and Mubarak Shah },

year  = {1995},

date = {1995-07-04},

booktitle = {Pattern Recognition},

volume = {28},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Zhang1994c,

title = {Analysis of Shape from Shading Techniques},

author = {Ruo Zhang and Ping-sing Tsai and James Cryer and Mubarak Shah },

year  = {1994},

date = {1994-08-19},

booktitle = {Computer Vision and Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Davis1994f,

title = {Gesture Recognition},

author = {James Davis and Mubarak Shah },

year  = {1994},

date = {1994-08-18},

booktitle = {European Conference on Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Tsai1994e,

title = {Cyclic Motion Detection},

author = {P. Tsai and Mubarak Shah and Katharine Keiter and K. Kasparis and Takis Kasparis },

year  = {1994},

date = {1994-08-15},

booktitle = {Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hoover1994b,

title = {Building a B-rep from a segmented range image},

author = {A. Hoover and D. Goldgof and K. Bowyer },

year  = {1994},

date = {1994-08-12},

booktitle = {CAD-Based Vision Workshop},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Macchi1994,

title = {Interreflections with rough surfaces},

author = {W. S. Macchi and Niels da Vitoria Lobo },

year  = {1994},

date = {1994-08-12},

booktitle = { International Conference on Patttern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hoover1994,

title = {A methodology for evaluating range image segmentation techniques},

author = {A. Hoover and G. Jean- Baptiste and D.B. Goldgof and K.W.. Bowyer},

year  = {1994},

date = {1994-08-10},

booktitle = {WACV},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sallam1994,

title = {Registering time sequences of mammograms using a two-dimensional image unwarping technique},

author = {M. Sallam and K. Bowyer },

year  = {1994},

date = {1994-08-10},

booktitle = {Second International Workshop on Digital Mammography},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sutton1994,

title = {Gruff-3: Generalizing the domain of a function-based recognition system},

author = {M. Sutton and L. Stark and K. Bowyer },

year  = {1994},

date = {1994-08-08},

booktitle = {Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Davis1994d,

title = {Toward 3-D Gesture Recognition},

author = {James Davis and Mubarak Shah },

year  = {1994},

date = {1994-05-04},

booktitle = {Pattern Recognition and Artificial Intelligence journal},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Davis1994e,

title = {Visual Gesture Recognition},

author = {James Davis and Mubarak Shah },

year  = {1994},

date = {1994-04-04},

booktitle = {IEEE Vision, Image and Signal Processing},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Woods1993,

title = {Comparitive evaluation of pattern recognition techniques for detection of microcalcifications in mammography},

author = {K.S. Woods and C. Doss and K.W. Bowyer and J.L. Solka and C.E. Priebe and W.P. Kegelmeyer},

year  = {1993},

date = {1993-12-13},

booktitle = {International Journal of Pattern Recognition and Artificial Intelligence},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Stark1993,

title = {Function-based recognition from incomplete knowledge of shape},

author = {L. Stark and A. Hoover and D. Goldgof and K. Bowyer },

year  = {1993},

date = {1993-08-19},

booktitle = {Qualitative Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hackett1993,

title = {Multisensor Fusion: A perspective},

author = {Jay Hackett, and Mubarak Shah },

year  = {1993},

date = {1993-08-16},

booktitle = {Trends in Optical Engineering},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Bowyer1993,

title = {Computing the generalized aspect graph for objects with moving parts},

author = {K. Bowyer and M. Sallam and D. Eggert and J.H. Stewman },

year  = {1993},

date = {1993-06-08},

booktitle = {IEEE Transactions on Pattern Analysis and Machine Intelligence},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Rangarajan1993b,

title = {Matching Motion Trajectories},

author = {Krishnan Rangarajan and Bill Allen and Mubarak Shah },

year  = {1993},

date = {1993-04-19},

booktitle = {Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Gould1992,

title = {Detection and representation of events in motion trajectories},

author = {K. Gould and K. Rangarajan and Mubarak Shah },

year  = {1992},

date = {1992-08-24},

booktitle = {Advances in Image Processing and Analysis},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hackett1992b,

title = {Object recognition using multiple sensors},

author = {J. Hackett and M. Lavoie and Mubarak Shah },

year  = {1992},

date = {1992-08-15},

booktitle = {Journal of Information Sciences and Technology},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sutton1992b,

title = {We do dishes, but we don't do windows': function-based modeling and recognition of rigid objects},

author = {M. Sutton and L. Stark and K.W. Bowyer },

year  = {1992},

date = {1992-08-10},

booktitle = { PROCEEDINGS-SPIE THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hoover1992b,

title = {Extracting known and inferred shape information from a single view},

author = {A. Hoover and D.B. Goldgof and K.W. Bowyer },

year  = {1992},

date = {1992-08-09},

booktitle = {PROCEEDINGS-SPIE THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sallam1992,

title = {Screening mammograms images for abnormalities developing over time},

author = {M. Sallam and G. Hubiak and K. Bowyer and L. Clarke},

year  = {1992},

date = {1992-08-08},

booktitle = { Nuclear Science Symposium and Medical Imaging Conference},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sutton1992,

title = {We do dishes, but we don't do windows': function-based modeling and recognition of rigid objects},

author = {M.A. Sutton and L. Stark and K.W. Bowyer },

year  = {1992},

date = {1992-08-04},

booktitle = {Applications in Optical Science and Engineering},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hoover1992,

title = {Extracting known and inferred shape information from a single view},

author = {A. Hoover and D.B. Goldgof and K.W. Bowyer },

year  = {1992},

date = {1992-08-03},

booktitle = {Applications in Optical Science and Engineering},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sallam1991,

title = {Generalizing the Aspect Graph Concept to Include Articulated Assemblies},

author = {M. Sallam and K.W. Bowyer },

year  = {1991},

date = {1991-03-01},

booktitle = {Pattern Recognition Letters},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sallam1990b,

title = {Generalizing the aspect-graph concept to include articulated assemblies},

author = {M. Sallam and K. Bowyer },

year  = {1990},

date = {1990-08-06},

booktitle = {Close-Range Photogrammetry Meets Machine Vision },

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Sallam1990,

title = {Computing the visual potential of an articulated assembly of parts},

author = {M. Sallam and J. Stewman and K. Bowyer},

year  = {1990},

date = {1990-08-02},

booktitle = {Computer Vision},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Gould1989b,

title = {The Trajectory Primal Sketch: A Multi-Scale Scheme for Representing Motion Characteristics},

author = {Kristine Gould and Mubarak Shah },

year  = {1989},

date = {1989-08-07},

booktitle = {Computer Vision and Pattern Recognition},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}

@conference{Hackett1989b,

title = {Segmentation using range and intensity data,},

author = {J. Hackett and Mubarak Shah },

year  = {1989},

date = {1989-08-01},

booktitle = {Optical Engineering,},

keywords = {REU},

pubstate = {published},

tppubtype = {conference}

}