publications
publications by categories in reversed chronological order. generated by jekyll-scholar.
2026
- Nat. BMEMUFASA: An Information Utility-Aware Preprocessing Framework for Reliable Model Reasoning in Computational Pathology2026In preparation for Nature Biomedical Engineering
- NeurIPS’26HMS: Bounded Harmonic Mean Perturbations for Stabilizing SGD-Based Regression Optimization2026In preparation for NeurIPS 2026
- ACMMM’26MedVES: Visual Evidence Scaling at Test Time for VLMs in Medical VQA2026Under review at ACM Multimedia 2026
- Neurocomp.APALU: A Trainable, Adaptive Activation Function for Deep Learning Networks2026In preparation for Neurocomputing
- MICCAI’26TRIAGE-MIL: Multi-Axis Instance Selection and Semantic Hypergraph Modeling for Survival Prediction from Whole-Slide Images2026Provisionally accepted at MICCAI 2026
- CVPR’26Gesture2Music: A Low-Latency Real-Time Framework for Continuous Gesture-Driven Music GenerationIn First International Workshop on Interactive Physical AI (IPA), IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
- CVPR’26Contrast-Enhanced Gating in GRUs for Robust Low-Data Sequence LearningIn Workshop on Women in Computer Vision (WiCV), IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
- CMIGA Deep Learning-Based Automated Pipeline for Colorectal Cancer Detection in Contrast-Enhanced CT ImagesComputerized Medical Imaging and Graphics, 2026
2025
- NeurIPS’25STARC-9: A Large-scale Dataset for Multi-Class Tissue Classification for CRC HistopathologyIn Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS) Datasets and Benchmarks Track, 2025*Equal contribution
- Path. RetreatGenerating Morphologically Diverse, Class-Balanced Training Datasets for Enhanced Histopathologic Tissue-Type ClassificationIn Pathology Research Retreat, Department of Pathology, Stanford University, 2025
- Path. RetreatA Novel AI-Powered Preprocessing Framework for Maximizing Whole-Slide Image Dataset Quality for Machine Learning ApplicationsIn Pathology Research Retreat, Department of Pathology, Stanford University, 2025
- ASDP’25A Novel Training Sample Collection Framework for Improving the Performance of Multi-Tissue Type Classification in HistopathologyIn 2nd Annual Congress of the Asian Society of Digital Pathology (ASDP), 2025
- ASDP’25Artificial Intelligence-Based Tile Preprocessing for More Effective Whole-Slide Image Tissue SegmentationIn 2nd Annual Congress of the Asian Society of Digital Pathology (ASDP), 2025
- IEEE AccessFrom Data to Decisions: The Power of Machine Learning in Business RecommendationsIEEE Access, 2025
2024
- ICAIC’24YOLO v8 with Spatial Attention and FFT: A Novel Approach to Counter Face Spoofing Attacks in Smart DevicesIn IEEE 3rd International Conference on AI in Cybersecurity (ICAIC), 2024
- JKICSAED-Net: Attention-Based Detection Model for Disabled Signage DetectionThe Journal of Korean Institute of Communications and Information Sciences, 2024
- ETRIAONet: Attention Network with Optional Activation for Unsupervised Video Anomaly DetectionETRI Journal, 2024
2023
- PatentDigital Twin-Based Emotion Recognition System for Personalized Healthcare: Enhancing Emotional Well-Being Through Real-Time Monitoring and Treatment Strategies2023Indian Patent in Bio-medical Engineering
- IEEE AccessExtensive Knowledge Distillation Model: An End-to-End Effective Anomaly Detection Model for Real-Time Industrial ApplicationsIEEE Access, 2023
- Sci. Rep.Consecutive Multi-scale Feature Learning-based Image Classification ModelScientific Reports, 2023
- KIICE’23ASN: Attention-Guided Siamese Network for Anomaly Detection in Few-Shot LearningIn Korea Institute of Information and Communication Engineering (KIICE), 2023
- ICUFN’23Airy YOLOv5 for Disabled Sign DetectionIn 14th International Conference on Ubiquitous and Future Networks (ICUFN), IEEE, 2023
- ICOT/IIHMSPTelehealth 2.0: A Novel Framework for Real-Time Liveliness Detection and Mood AnalysisIn 11th International Conference on Orange Technology (ICOT) & 19th International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIHMSP), 2023
2022
- IEEE AccessDigital Twin Model: A Real-Time Emotion Recognition System for Personalized HealthcareIEEE Access, 2022
- Sci. Rep.An Integrated MediaPipe-Optimized GRU Model for Indian Sign Language RecognitionScientific Reports, 2022
- Sci. Prog.
- JKMSFast Convergence GRU Model for Sign Language RecognitionJournal of Korea Multimedia Society, 2022
- KSC’22LF-YOLOv5: An Improved and Lightweight YOLOv5 Model for Disabled Sign DetectionIn Korea Software Conference, 2022
- KISC’22Disabled Sign Recognition using Single-Shot DetectionIn Korea Institute of Smart Convergence (KISC), 2022
- KMMS’22Fast-Convergence GRU Model for Indian Sign Language RecognitionIn Korea Multimedia Society, 2022
- ICUFN’22Unsupervised Deep Learning-based End-to-end Network for Anomaly Detection and LocalizationIn 13th International Conference on Ubiquitous and Future Networks (ICUFN), IEEE, 2022
2021
- MICPRO
- ICOT’21Predictive Modeling and Mobility Pattern AnalysisIn 9th International Conference on Orange Technology (ICOT), IEEE, 2021
- KMMS’21Real-Time Hand Gesture Recognition for Indian Sign Language using CNN with Deep Single-Shot DetectorIn Korea Multimedia Society, 2021
- MITA’21Real-Time Hand Tracking System for Indian Sign Language Gesture RecognitionIn 17th International Conference on Multimedia Information Technology and Applications, 2021
- DB-Pia
2020
- ICOT’20An Efficient Deep Convolutional Neural Network for Semantic SegmentationIn 8th International Conference on Orange Technology (ICOT), IEEE, 2020