IGARSS 2026 || Washington, D.C. || 9

MOP2.PA: Foundation Models, Generative AI, and Scalable Learning

Monday, 10 August, 15:00 - 16:15

Location: Poster Area A

Session Type: Poster

Session Co-Chairs: Felix Von Hagen, University of the Bundeswehr Munihc and Ronny Hänsch, DLR

Track: AI and Big Data

Poster Area A

MOP2.PA.1: SAM 3D for 3D Object Reconstruction from Remote Sensing Images

Junsheng Yao, The Chinese University of Hong Kong (Shenzhen); Lichao Mou, MedAI Technology; Qingyu Li, The Chinese University of Hong Kong (Shenzhen)

Poster Area A

MOP2.PA.2: A FIRST BENCHMARK OF FOUNDATION-MODEL APPLICATION TO COASTAL RIVER-PLUME SEGMENTATION FOR MARINE MONITORING: A CASE OF SURUGA BAY, JAPAN

Kazuto Kashiwakura, Takashi Kobayashi, Kota Sato, Kirara Kotani, Masaki Hisada, NTT Inc.

Poster Area A

MOP2.PA.3: Learning Flood Depth via Conditional Flow Matching in Water Surface Elevation Space

Zhongyuan Yang, Wei Yuan, Tohoku University; Weihang Ran, The University of Tokyo; Bruno Adriano, Tohoku University; Ryosuke Shibasaki, The University of Tokyo; Shunichi Koshimura, Tohoku University

Poster Area A

MOP2.PA.4: SRAC: Superpixel Retrieval-Augmented Classification for Multi-Modal Disaster Building Damage Assessment

Siheng Ning, Yuan Li, University of Chinese University of Chinese; Xiaodan Zhang, Beijing University of Technology; Jianbin Jiao, University of Chinese University of Chinese

Poster Area A

MOP2.PA.5: Local--Global Vision Transformer for Well Logging Interpretation

Yimeng Ding, Guanwen Zhang, Northwestern Polytechnical University; Changjiang Yu, Juan Zhang, Jun Zhou, China National Logging Corporation; Wei Zhou, Northwestern Polytechnical University

Poster Area A

MOP2.PA.6: Generative Well Logging Interpretation via Large Language Models and Group Relative Policy Optimization

Li Yao, Guanwen Zhang, Northwestern Polytechnical University; Juan Zhang, Jun Zhou, China National Logging Corporation; Wei Zhou, Northwestern Polytechnical University

Poster Area A

MOP2.PA.7: Prompt Engineering Design and Knowledge Extraction for Road Monitoring Based on KIMI Large Language Model

Mingming Huang, Hefei Yingze Information Technology Ltd; Liang Ge, Tianjin Institute of Surveying and Mapping Company Limited; Shuangshuang Hu, Hong Fan, Wuhan University

Poster Area A

MOP2.PA.8: A FOUNDATION MODEL FOR PRECISION AGRICULTURE

Peder Olsen, None; Arif Masrur, ESRI; Olaoluwa Adigun, Florida International University; Paul Adler, USDA

Poster Area A

MOP2.PA.9: An End-to-end SAM-based Center Pivot Irrigation System Mapping Framework

Yongda Wei, Liping Di, Chen Zhang, George Mason University

Poster Area A

MOP2.PA.10: RemoteCLIP-ViM: A Novel Remote Sensing Image-Text Retrieval Model Integrating RemoteCLIP with Mamba-Like Linear Attention

Tianhao Li, Guoqing Zhou, Yuheng Chen, Jianyin Liu, Yue Jiang, Yi Tang, Guilin University of Technology

Poster Area A

MOP2.PA.11: Refocusing Pretrained Foundations for Remote Sensing Few-Shot Detection via Contrastive Recalibration

Buyi Chen, Linyi Qin, Northwestern Polytechnical University; Zhou Fei, The Chinese University of Hong Kong; Lei Zhang, Wei Wei, Northwestern Polytechnical University; Chen Ding, Xi'an University of Posts and Telecommunications; Yi Zhang, Liang Li, Mobile Research Institute; Xiangyu Yue, The Chinese University of Hong Kong