Domain Herbarium Image Analysis, Biodiversity Informatics

Task Literature Review

Work Reviews AI applications to digitized herbarium specimens and proposes a shift from single-specimen identification to Integrative Taxonomic AI, where specimens are placed in a shared morphospace for multi-specimen, expert-guided taxonomic interpretation

Reference Herbarium specimens in the age of artificial intelligence: from herbarium image identification to Integrative Taxonomic AI, Journal of Plant Research, 2026

Domain Computer Vision, Image Segmentation, Herbarium Image, Korean Violaceae

Task Literature Survey

Work Reviews state-of-the-art methods for herbarium image segmentation and conducts empirical validation for identifying the detailed drawbacks of those methods

Reference A Survey of Neural Network Segmentation and Validation on Plant Specimen Images of Korean Violaceae, Expert Systems with Applications, 2025

Domain Weather Forecasting, Optimization, Atmospheric Science

Task Enhance the performance of machine learning-based precipitation forecasting

Work Propose a loss function for precipitation forecasting using QUBO form

Reference Advanced Torrential Loss Function for Precipitation Forecasting, Physical Review Letters, 2025

News American Physical Society Link 1 Link 2 Link 3

Domain Natural Disaster Analysis, Forest Fire, Drone Image, Image Segmentation

Task Detect forest fires from a roaming drone image

Work Develop an intelligent surveillance system that detects forest fires using the image segmentation networks

Reference Automated forest fire detection in ecological monitoring using enhanced deep learning networks, Scientific Reports, 2025

Domain Natural Disaster Analysis, Remote Sensing Image, Pixel-level Classification

Task Estimate the condition of sea ice concentration

Work Develop a robust and scalable neural network to conduct pixel-level classification regarding sea ice concentration

Reference Sea Ice Concentration Mapping based on Sentinel-2 Multispectral Imagery using Multiscale Deep Learning Approach, IEEE Access, 2025

Domain Computer Vision, Image Segmentation, Herbarium Image, Korean Violaceae

Task Herbarium Image Segmentation

Work Proposes a multiple kernel-enhanced encoder using diverse kernel sizes to effectively capture complex structures in herbarium images

Reference Multiple Kernel-Enhanced Encoder for Effective Herbarium Image Segmentation, Electronics Letters, 2025

Domain Natural Disaster Analysis, Remote Sensing Image, Image Segmentation

Task Literature Survey

Work Reviews the segmentation neural networks associated with natural disasters

Reference Deep Semantic Segmentation Applications for Natural Disaster Detections: A Methodological Review, Ecological Indicator, 2024

Domain Natural Disaster Analysis, Remote Sensing Image

Task Detect forest fires from satellite imagery

Work Develop an intelligent forest fire surveillance system that detects and quantifies the burned areas using satellite imagery input

Reference Forest Fire Surveillance System using Satellite Imagery, International Collaboration Project, 2022