IEEE GRSS
First Slide
2026 IEEE International Geoscience and Remote Sensing Symposium
9 - 14 August 2026 • Washington, D.C.
WE1.R13: Unsupervised, Few Shot, and Transfer Learning
Wednesday, 12 August, 08:30 - 09:45
Location: Georgetown West
Session Type: Oral
Session Co-Chairs: Melba M. Crawford, Purdue University and Jiaqi Yang, University of Wisconsin
Track: Theory and Techniques
Wed, 12 Aug, 08:30 - 08:45

WE1.R13.1: MHH-PROTONET: LEVERAGING HIERARCHICAL LABEL ONTOLOGY FOR ENHANCED FEW-SHOT SCENE CLASSIFICATION
Keli Cheng, Grant Scott, University of Missouri, United States; Weipeng Wu, Northwest Missouri State University, United States
Wed, 12 Aug, 08:45 - 09:00

WE1.R13.2: CLUSTERING NDVI TIME SERIES TO ESTIMATE PHENOLOGY CURVES IN NORTHWESTERN MEXICAN ARID MANGROVES
Inder Tecuapetla-Gómez, Secretaria de Ciencia, Humanidades, Tecnología e Innovación (SECIHTI), Mexico; Samuel Velázquez-Salazar, Comisión Nacional para el Conocimiento y Uso de la Biodiversidad (CONABIO), Mexico
Wed, 12 Aug, 09:00 - 09:15

WE1.R13.3: DEEP SPATIALLY-REGULARIZED AND SUPERPIXEL-BASED DIFFUSION LEARNING FOR UNSUPERVISED HYPERSPECTRAL IMAGE CLUSTERING
Vutichart Buranasiri, James Murphy, Tufts University, United States
Wed, 12 Aug, 09:15 - 09:30

WE1.R13.4: DUAL-DOMAIN FEATURE REPRESENTATION BASED CONTRASTIVE NETWORK FOR FEW-SHOT HYPERSPECTRAL IMAGE CLASSIFICATION
Rujun Zhang, Wenming Cao, Shenzhen University, China; Qifan Liu, Shenzhen Polytechnic University, China