For a complete list of our publications, please refer to this site.
- 2021
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"HAPSSA: Holistic Approach to PDF malware detection using Signal and Statistical Analysis", Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, BS Manjunath
"OMD: Orthogonal Malware Detection Using Audio, Image, and Static Features", Lakshmanan Nataraj, Tajuddin Manhar Mohammed, Tejaswi Nanjundaswamy, Satish Chikkagoudar, Shivkumar Chandrasekaran, BS Manjunath
"Automatic Detection and Neurotransmitter Prediction of Synapses in Electron Microscopy", A Zhang, S Shailja, C Borba, Y Miao, M Goebel, R Ruschel, K Ryan, W Smith, BS Manjunath
"StressNet: detecting stress in thermal videos" Satish Kumar, ASM Iftekhar, Michael Goebel, Tom Bullock, Mary H MacLean, Michael B Miller, Tyler Santander, Barry Giesbrecht, Scott T Grafton, BS Manjunath
"Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning" Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, BS Manjunath
"Seam Carving Detection and Localization Using Two-Stage Deep Neural Networks" Lakshmanan Nataraj, Chandrakanth Gudavalli, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, BS Manjunath
"Detection, attribution and localization of gan generated images" Michael Goebel, Lakshmanan Nataraj, Tejaswi Nanjundaswamy, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, BS Manjunath
"Attribution of Gradient Based Adversarial Attacks for Reverse Engineering of Deceptions" Michael Goebel, Jason Bunk, Srinjoy Chattopadhyay, Lakshmanan Nataraj, Shivkumar Chandrasekaran, BS Manjunath
"Adversarially Optimized Mixup for Robust Classification" Jason Bunk, Srinjoy Chattopadhyay, BS Manjunath, Shivkumar Chandrasekaran
"Holistic Image Manipulation Detection using Pixel Co-occurrence Matrices" Lakshmanan Nataraj, Michael Goebel, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, BS Manjunath
"Semi supervised segmentation and graph-based tracking of 3D nuclei in time-lapse microscopy" S Shailja, Jiaxiang Jiang, BS Manjunath
"Deep learning methods for event verification and image re-purposing detection" Lakshmanan Nataraj, Michael Gene Goebel, Bangalore S Manjunath, Shivkumar Chandrasekaran
"GTNet: Guided Transformer Network for Detecting Human-Object Interactions" ASM Iftekhar, Satish Kumar, R Austin McEver, Suya You, BS Manjunath
"SeeTheSeams: Localized Detection of Seam Carving based Image Forgery in Satellite Imagery" Chandrakanth Gudavalli, Erik Rosten, Lakshmanan Nataraj, Shivkumar Chandrasekaran, BS Manjunath
"A computational geometry approach for modeling neuronal fiber pathways" S Shailja, Angela Zhang, BS Manjunath
"Detecting digital image manipulations" Lakshmanan Nataraj, Tajuddin Manhar Mohammed, Tejaswi Nanjundaswamy, Michael Gene Goebel, Bangalore S Manjunath, Shivkumar Chandrasekaran
- 2020
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"Actor conditioned attention maps for video action detection" Oytun Ulutan, Swati Rallapalli, Mudhakar Srivatsa, Carlos Torres, BS Manjunath
"Deep remote sensing methods for methane detection in overhead hyperspectral imagery" Satish Kumar, Carlos Torres, Oytun Ulutan, Alana Ayasse, Dar Roberts, BS Manjunath
"VSGnet: Spatial attention network for detecting human object interactions using graph convolutions" Oytun Ulutan, ASM Iftekhar, Bangalore S Manjunath
"UCSB-US" Shailja Shailja, Jiaxiang Jiang, BS Manjunath
"Vision-Based Gesture Recognition in Human-Robot Teams Using Synthetic Data" Celso M de Melo, Brandon Rothrock, Prudhvi Gurram, Oytun Ulutan, BS Manjunath
"Improving patch-based convolutional neural networks for MRI brain tumor segmentation by leveraging location information" Po-Yu Kao, Shailja Shailja, Jiaxiang Jiang, Angela Zhang, Amil Khan, Jefferson W Chen, BS Manjunath
"Malware classification and detection using audio descriptors" Lakshmanan Nataraj, Bangalore S Manjunath, Shivkumar Chandrasekaran
"Pcams: Weakly supervised semantic segmentation using point supervision" R Austin McEver, BS Manjunath
"3DMaterialGAN: Learning 3D Shape Representation from Latent Space for Materials Science Applications" Devendra K Jangid, Neal R Brodnik, Amil Khan, McLean P Echlin, Tresa M Pollock, Sam Daly, BS Manjunath
"Adversarial Attacks on Co-Occurrence Features for GAN Detection" Michael Goebel, BS Manjunath
"Exploiting Context for Robustness to Label Noise in Active Learning" Sudipta Paul, Shivkumar Chandrasekaran, BS Manjunath, Amit K Roy-Chowdhury
- 2019
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"Deep learning methods for event verification and image repurposing detection" Michael Goebel, Arjuna Flenner, Lakshmanan Nataraj, Bangalore S Manjunath
"Detecting GAN generated fake images using co-occurrence matrices" Lakshmanan Nataraj, Tajuddin Manhar Mohammed, BS Manjunath, Shivkumar Chandrasekaran, Arjuna Flenner, Jawadul H Bappy, Amit K Roy-Chowdhury
"Hybrid lstm and encoder–decoder architecture for detection of image forgeries" Jawadul H Bappy, Cody Simons, Lakshmanan Nataraj, BS Manjunath, Amit K Roy-Chowdhury
"Automated segmentation of ct scans for normal pressure hydrocephalus" Angela Zhang, Po-Yu Kao, Ronald Sahyouni, Ashutosh Shelat, Jefferson Chen, BS Manjunath
"Three-dimensional analysis and reconstruction of additively manufactured materials in the cloud-based BisQue infrastructure" Andrew T Polonsky, Christian A Lang, Kristian G Kvilekval, Marat I Latypov, McLean P Echlin, BS Manjunath, Tresa M Pollock
"BisQue for 3D materials science in the cloud: microstructure–property linkages" Marat I Latypov, Amil Khan, Christian A Lang, Kris Kvilekval, Andrew T Polonsky, McLean P Echlin, Irene J Beyerlein, BS Manjunath, Tresa M Pollock
"Parallel visual circuitry in a basal chordate" Matthew J Kourakis, Cezar Borba, Angela Zhang, Erin Newman-Smith, Priscilla Salas, B Manjunath, William C Smith
"How do drivers allocate their potential attention? Driving fixation prediction via convolutional neural networks" Tao Deng, Hongmei Yan, Long Qin, Thuyen Ngo, BS Manjunath
"Improving 3d u-net for brain tumor segmentation by utilizing lesion prior" Po-Yu Kao, Jefferson W Chen, BS Manjunath
"Acquisition, Reconstruction and Curation of Multimodal 3D TriBeam Data" Andrew T Polonsky, Marie-Agathe Charpagne, McLean P Echlin, BS Manjunath, Tresa M Pollock
"Accurate 3D cell segmentation using deep features and CRF refinement" Jiaxiang Jiang, Po-Yu Kao, Samuel A Belteton, Daniel B Szymanski, BS Manjunath
"Predicting Fluid Intelligence of Children using T1-weighted MR Images and a StackNet" Predicting Fluid Intelligence of Children using T1-weighted MR Images and a StackNet
"Predicting clinical outcome of stroke patients with tractographic feature" Po-Yu Kao, Jeffereson W Chen, BS Manjunath
"Caesar: cross-camera complex activity recognition" Xiaochen Liu, Pradipta Ghosh, Oytun Ulutan, BS Manjunath, Kevin Chan, Ramesh Govindan
"Superpixel embedding network" Utkarsh Gaur, BS Manjunath
- 2018
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"Scalable image informatics" Dmitry Fedorov, BS Manjunath, Christian A Lang, Kristian Kvilekval
"Planteome & BisQue: Automating image annotation with ontologies using deep-learning networks" Dimitrios Trigkakis, Sinisa Todorovic, Justin Preece, Austin Meier, Justin Elser, Pankaj Jaiswal, Kris Kvilekval, Dmitry Fedorov, BS Manjunath
"Boosting image forgery detection using resampling features and copy-move analysis" Tajuddin Manhar Mohammed, Jason Bunk, Lakshmanan Nataraj, Jawadul H Bappy, Arjuna Flenner, BS Manjunath, Shivkumar Chandrasekaran, Amit K Roy-Chowdhury, Lawrence A Peterson
"Resampling forgery detection using deep learning and a-contrario analysis" Arjuna Flenner, Lawrence Peterson, Jason Bunk, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Bangalore S Manjunath
"An order preserving bilinear model for person detection in multi-modal data" Oytun Ulutan, Benjamin S Riggan, Nasser M Nasrabadi, BS Manjunath
"Kestrel: Video analytics for augmented multi-camera vehicle tracking" Hang Qiu, Xiaochen Liu, Swati Rallapalli, Archith J Bency, Kevin Chan, Rahul Urgaonkar, BS Manjunath, Ramesh Govindan
"A multiview multimodal system for monitoring patient sleep" Carlos Torres, Jeffrey C Fried, Kenneth Rose, Bangalore S Manjunath
"Brain tumor segmentation and tractographic feature extraction from structural mr images for overall survival prediction" Po-Yu Kao, Thuyen Ngo, Angela Zhang, Jefferson W Chen, BS Manjunath
"Healthcare Event and Activity Logging" Carlos Torres, Jeffrey C Fried, BS Manjunath
"Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge" B.S. Manjunath et al.
"The unique face-centered human strategy to search for people in the wild" Miguel Eckstein, Thuyen Ngo, BS Manjunath
- 2017
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"Exploiting spatial structure for localizing manipulated image regions" Jawadul H Bappy, Amit K Roy-Chowdhury, Jason Bunk, Lakshmanan Nataraj, BS Manjunath
"Weakly supervised manifold learning for dense semantic object correspondence" Utkarsh Gaur, BS Manjunath
"Beyond Spatial Auto-Regressive Models: Predicting Housing Prices with Satellite Imagery" Archith J. Bency, Swati Rallapalli, Raghu K. Ganti, Mudhakar Srivatsa, B. S. Manjunath
"Deep learning for all: managing and analyzing underwater and remote sensing imagery on the web using BisQue" Dmitry Fedorov, Kristian Kvilekval, B Doheny, S Sampson, Robert Miller, BS Manjunath
"Summarization of ICU Patient Motion from Multimodal Multiview Videos" Carlos Torres, Kenneth Rose, Jeffrey C Fried, BS Manjunath
"Detection and localization of image forgeries using resampling features and deep learning" Jason Bunk, Jawadul H Bappy, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Arjuna Flenner, BS Manjunath, Shivkumar Chandrasekaran, Amit K Roy-Chowdhury, Lawrence Peterson
"Optimizing region selection for weakly supervised object detection" Wenhui Jiang, Thuyen Ngo, BS Manjunath, Zhicheng Zhao, Fei Su
"Saccade Gaze Prediction using a Recurrent Neural Network" Thuyen Ngo, BS. Manjunath
"RAM: Role representation and identification from combined appearance and activity maps" Carlos Torres, Archith J Bency, Jeffrey C Fried, BS Manjunath
"Role Representation and Re-identification from Appearance and Activity Maps" Carlos Torres, Archith Bency, Jefferey Fried, BS Manjunath
- 2016
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"Are very deep neural networks feasible on mobile devices" S Rallapalli, H Qiu, A Bency, S Karthikeyan, R Govindan, B Manjunath, R Urgaonkar
"Plant Image Segmentation and Annotation with Ontologies in BisQue." Justin Preece, Justin Elser, Pankaj Jaiswal, Kristian Kvilekval, Dmitry Fedorov, BS Manjunath, Ryan Kitchen, Xu Xu, Dmitrios Trigkakis, Sinisa Todorovic, Seth Carbon
"Entity reconciliation in a multi-camera network" Raghu Ganti, Mudhakar Srivatsa, BS Manjunath
"BisQue: cloud-based system for management, annotation, visualization, analysis and data mining of underwater and remote sensing imagery" Dmitry Fedorov, Robert J Miller, Kristian G Kvilekval, Brandon Doheny, Sarah Sampson, BS Manjunath
"SPAM: Signal Processing to Analyze Malware" Lakshmanan Nataraj, B.S. Manjunath
"Eye-CU: Sleep pose classification for healthcare using multimodal multiview data" Carlos Torres, Victor Fragoso, Scott D. Hammond, Jeffrey C. Fried, B. S. Manjunath
"Search Tracker: Human-derived object tracking in-the-wild through large-scale search and retrieval" Archith J Bency, S Karthikeyan, Carter De Leo, Santhoshkumar Sunderrajan, BS Manjunath
"UAV Sensor Fusion with Latent Dynamic Conditional Random Fields in Coronal Plane Estimation" Amir M Rahimi, Raphael Ruschel, B.S. Manjunath
"Membrane segmentation via active learning with deep networks" Utkarsh Gaur, Matthew Kourakis, Erin Newman-Smith, William Smith, BS Manjunath
"Weakly supervised localization using deep feature maps" Archith J. Bency, Heesung Kwon, Hyungtae Lee, S. Karthikeyan, B.S. Manjunath
"Deep Eye-CU (DECU): Summarization of Patient Motion in the ICU" Carlos Torres, Jeffrey C. Fried, Kenneth Rose, B. S. Manjunath
"Unsupervised 3-D Feature Learning for Mild Traumatic Brain Injury" Po-Yu Kao, Eduardo Rojas, Jefferson W. Chen, Angela Zhang, B. S. Manjunath
"CellECT: cell evolution capturing tool" Diana L Delibaltov, Utkarsh Gaur, Jennifer Kim, Matthew Kourakis, Erin Newman-Smith, William Smith, Samuel A Belteton, Daniel B Szymanski, BS Manjunath
