Data dependent adaptation for improved classification of hyperspectral imagery. - Saurabh Prasad; Hemanth Kalluri; Lori M. Bruce; Sathishkumar Samiappan (IGARSS, 2010)

NASA's upcoming HyspIRI mission - precision vegetation mapping with limited ground truth. - Sathishkumar Samiappan; Saurabh Prasad; Lori M. Bruce; Wilfredo Robles (IGARSS, 2010)

Automated hyperspectral imagery analysis via support vector machines based multi-classifier system with non-uniform random feature selection. - Sathishkumar Samiappan; Saurabh Prasad; Lori M. Bruce (IGARSS, 2011)

Branch and bound based feature elimination for support vector machine based classification of hyperspectral images. - Sathishkumar Samiappan; Saurabh Prasad; Lori M. Bruce; Eric A. Hansen (IGARSS, 2011)

Support vector machines classification of fluorescence hyperspectral image for detection of aflatoxin in corn kernels. - Sathishkumar Samiappan; Lori M. Bruce; Haibo Yao; Zuzana Hruska; Robert L. Brown; Deepak Bhatnagar; Thomas E. Cleveland (WHISPERS, 2013)

Non-Uniform Random Feature Selection and Kernel Density Scoring With SVM Based Ensemble Classification for Hyperspectral Image Analysis. - Sathishkumar Samiappan; Saurabh Prasad; Lori M. Bruce (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

Fusion of synthetic aperture radar and hyperspectral imagery to detect impacts of oil spill in Gulf of Mexico. - Lalitha Dabbiru; Sathishkumar Samiappan; Rodrigo A. A. Nóbrega; James V. Aanstoos; Nicolas H. Younan; Robert J. Moorhead (IGARSS, 2015)

Semi-supervised co-training and active learning framework for hyperspectral image classification. - Sathishkumar Samiappan; Robert J. Moorhead (IGARSS, 2015)

Fusion of hyperspectral and LiDAR data using random feature selection and morphological attribute profiles. - Sathishkumar Samiappan; Lalitha Dabbiru; Robert J. Moorhead (WHISPERS, 2016)

Classifying common wetland plants using hyperspectral data to identify optimal spectral bands for species mapping using a small unmanned aerial systems - A case study. - Sathishkumar Samiappan; Gray Turnage; Lee Hathcock; Haibo Yao; Russell Kincaid; Robert J. Moorhead II; Steve Ashby (IGARSS, 2017)

Probabilistic Neural Network and Wavelet Transform for Mapping of Phragmites Australis Using Low Altitude Remote Sensing. - Luan Casagrande; Gustavo Mello Machado; Sathishkumar Samiappan; Gray Turnage; Lee Hathcock; Robert J. Moorhead (SIBGRAPI, 2017)

Texture Classification of Very High Resolution UAS Imagery Using a Graphics Processing Unit. - Sathishkumar Samiappan; Luan Casagrande; Gustavo Mello Machado; Gray Turnage; Lee Hathcock; Robert J. Moorhead; John E. Ball (IGARSS, 2018)

A Band Selection Method For Hyperspectral Image Classification Based On Cuckoo Search Algorithm With Correlation Based Initialization. - Shrutika S. Sawant; Prabukumar Manoharan; Sathishkumar Samiappan (WHISPERS, 2019)

Strategic Conservation of Gulf Coast Landscapes Using Multi-Criteria Decision Analysis and Open Source Remote Sensing and GIS Data. - Sathishkumar Samiappan; Andrew Shamaskin; Jiangdong Liu; Anna Linhoss; Kristine O. Evans (IGARSS, 2020)

Hyperspectral Band Selection Using Moth-Flame Metaheuristic Optimization. - Ethan Worch; Sathishkumar Samiappan; Meilun Zhou; John E. Ball (IGARSS, 2020)

Hyperspectral Image Classification Using Fisher's Linear Discriminant Analysis Feature Reduction with Gabor Filtering and CNN. - Meilun Zhou; Sathishkumar Samiappan; Ethan Worch; John E. Ball (IGARSS, 2020)

Multi-Attribute Ecological and Socioeconomic Geodatabase for the Gulf of Mexico Coastal Region of the United States. - Andrew Shamaskin; Sathishkumar Samiappan; Jiangdong Liu; Jennifer Roberts; Anna Linhoss; Kristine O. Evans (Data, 2020)

Early Detection of Root-Knot Nematode (Meloidogyne Incognita) Infestation in Cotton Using Hyperspectral Data. - Sathishkumar Samiappan; Raju Bheemanahalli; Meilun Zhou; John P. Brooks; Martin J. Wubben (IGARSS, 2021)

Bangla Image Caption Generation through CNN-Transformer based Encoder-Decoder Network. - Md Aminul Haque Palash; M. D. Abdullah Al Nasim; Sourav Saha; Faria Afrin; Raisa Mallik; Sathishkumar Samiappan (CoRR, 2021)

Real-Time Automated Classification of Sky Conditions Using Deep Learning and Edge Computing. - Joby M. Prince Czarnecki; Sathishkumar Samiappan; Meilun Zhou; Cary Daniel McCraine; Louis Wasson (Remote. Sens., 2021)

Improving Animal Monitoring Using Small Unmanned Aircraft Systems (sUAS) and Deep Learning Networks. - Meilun Zhou; Jared A. Elmore; Sathishkumar Samiappan; Kristine O. Evans; Morgan B. Pfeiffer; Bradley F. Blackwell; Raymond B. Iglay (Sensors, 2021)

Evidence-based land conservation framework using multi-criteria acceptability analysis: A geospatial tool for strategic land conservation in the Gulf coast of the United States. - Sathishkumar Samiappan; Andrew Shamaskin; Jiangdong Liu; Yong Liang; Jennifer Roberts; Amanda L. Sesser; Shannon M. Westlake; Anna Linhoss; Kristine O. Evans; John Tirpak; Todd E. Hopkins; Steve Ashby; et al. (Environ. Model. Softw., 2022)

Airborne Hyperspectral Imagery for Band Selection Using Moth-Flame Metaheuristic Optimization. - Raju Anand; Sathishkumar Samiappan; Shanmugham Veni; Ethan Worch; Meilun Zhou (J. Imaging, 2022)

Hyperspectral Reflectance and Machine Learning Approaches for the Detection of Drought and Root-Knot Nematode Infestation in Cotton. - Purushothaman Ramamoorthy; Sathishkumar Samiappan; Martin J. Wubben; John P. Brooks; Amrit Shrestha; Rajendra Mohan Panda; K. Raja Reddy; Raju Bheemanahalli (Remote. Sens., 2022)

A vision system to assist visually challenged people for face recognition using multi-task cascaded convolutional neural network (MTCNN) and local binary pattern (LBP). - A. Baskar; T. Gireesh Kumar; Sathishkumar Samiappan (J. Ambient Intell. Humaniz. Comput., 2023)

Detection and Classification of Plastic Contaminants on Chicken Meat using Color and Hyperspectral Imaging. - Rohini Maram; Sathishkumar Samiappan; Seung-Chul Yoon (IGARSS, 2024)

Intermediate Layer Attention Mechanism for Multimodal Fusion in Personality and Affect Computing. - Sreevidya Padma; J. Aravinth; Sathishkumar Samiappan (IEEE Access, 2024)

Multilinear compressive learning and reconstruction of hyperspectral data with U-Net architecture for enhanced spectral imaging. - J. Aravinth; Raju Anand; Sathishkumar Samiappan (Digit. Signal Process., 2024)

Aerial Wildlife Image Repository for animal monitoring with drones in the age of artificial intelligence. - Sathishkumar Samiappan; B. Santhana Krishnan; Damion Dehart; Landon R. Jones; Jared A. Elmore; Kristine O. Evans; Raymond B. Iglay (Database J. Biol. Databases Curation, 2024)

Automated Hyperspectral Feature Selection and Classification of Wildlife Using Uncrewed Aerial Vehicles. - Cary Daniel McCraine; Sathishkumar Samiappan; Leon Kohler; Timo Sullivan; David J. Will (Remote. Sens., 2024)

Context-Aware Deep Learning Model for Yield Prediction in Potato Using Time-Series UAS Multispectral Data. - Suraj A. Yadav; Xin Zhang 085; Nuwan Wijewardane; Max Feldman; Ruijun Qin; Yanbo Huang; Sathishkumar Samiappan; Wyatt Young; Francisco G. Tapia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)