Sudarshan Pant

# PUBLICATIONS

./2025

• Investigating Combined Algorithm Selection and Hyperparameter Optimization for Fairness
  Z Chen, M Connor, S Pant, M O'Neill
  Proceedings of the Genetic and Evolutionary Computation Conference Companion 2025; pp. 255-258 doi:10.1145/3712255.3726608

• Development of a deep learning model to predict smoking status in patients with chronic obstructive pulmonary disease: A secondary analysis of cross-sectional national survey
  S Pant, H-J. Yang, S Cho, EJ Ryu, JY Choi
  DIGITAL HEALTH. 2025;11. doi:10.1177/20552076251333660

./2024

• GCE: An Audio-Visual Dataset for Group Cohesion and Emotion Analysis
  E-C Lim, N-H. Ho, S. Pant, Y-S Kang, S-E Jeon, S Kim,, S-H. Kim and H-J. Yang
  Applied Sciences, vol. 14(15), pp. 6742, 2024

• Residual Relation-Aware Attention Deep Graph-Recurrent Model for Emotion Recognition in Conversation
  A-Q. Duong, N-H. Ho, S. Pant, S Kim, S-H. Kim and H-J. Yang
  IEEE Access, vol. 12, pp. 2349-2360, 2024

./2023

• PhyMER: Physiological Dataset for Multimodal Emotion Recognition with Personality as a Context
  S Pant, H-J. Yang, E-C Lim, S-H. Kim and S-B Yoo
  IEEE Access, vol. 11, pp. 107638-107656, 2023

• Cross-modality learning by exploring modality interactions for emotion reasoning
  T-D. Tran, N-H. Ho, S Pant, H-J. Yang, S-H. Kim and G Lee
  IEEE Access, vol. 11, pp. 56634-56648, 2023

• Survival Prediction Using Transformer-Based Categorical Feature Representation in the Treatment of Diffuse Large B-Cell Lymphoma
  S Pant, S-R Kang, M Lee, P-S Phuc, H-J Yang, D-H Yang
  Healthcare vol. 11(8) 1171, 2023

• A Transformer-based Approach to Video Frame-level Prediction in Affective Behavior Analysis In-the-wild
  DK Nguyen, N-H. Ho, S Pant, HJ Yang
  arXiv preprint arXiv:2303.09293

• MMFAN : Multi-modal Fusion Attention Network for Emotion Recognition
  E-C Lim, S Pant, DK Nguyen, Z Kwon, H-J Yang, S-H Kim, A Kim
  한국정보과학회 2023 한국소프트웨어종합학술대회 논문집, pp. 2106-2108, 2023.06.

• Pain Recognition With Physiological Signals Using Multi-Level Context Information
  K. N. Phan, N. K. Iyortsuun, S Pant, H-J Yang, S-H Kim
  IEEE Access, vol. 11, pp. 20114-20127, 2023

• A Review of Machine Learning and Deep Learning Approaches on Mental Health Diagnosis
  N. K. Iyortsuun, S-H Kim, M. Jhon, H-J Yang, S Pant
  Healthcare, vol. 11(3) 285, 2023

• Diffuse Large B-cell Lymphoma Survival Prediction using Encoding Clinical Features
  S-P Pham, S-R Kang, H-J Yang, D-H Yang, S Pant, S-H Kim, G-S Lee
  In Proceedings of 10th The International Workshop on Frontiers of Computer Vision (IW-FCV), Yeosu, S. Korea, February 20-22, 2023

./2022

• Korean Drama Scene Transcript Dataset for Emotion Recognition in Conversations
  S Pant, E-C Lim, H-J Yang, G-S Lee, S-H Kim, Y-S Kang, H Jang
  IEEE Access, vol. 10, pp. 119221-119231, 2022

• End-to-end Multimodal Transformer Fusion for Video Emotion Recognition
  H-D Le, H-J Yang, S-H Kim, G-S Lee, SB Yoo, NH Ho, S Pant
  In Proceedings of 10th International Conference on Big Data Applications and Services (BIGDAS2022), Jeju, S. Korea, November 24-26, 2022

• KERC2022: Drama Scripts based Korean Emotion Recognition Challenge
  E-C Lim, S Pant, H-J Yang, S-H Kim, G-S Lee, A-R Kim
  In Proceedings of 10th International Conference on Big Data Applications and Services (BIGDAS2022), Jeju, S. Korea, November 24-26, 2022

• PREPRINT:Fine-tuning Wav2vec for Vocal-burst Emotion Recognition
  DK Nguyen, S Pant, NH Ho, GS Lee, SH Kim, HJ Yang, arXiv preprint arXiv:2207.10293

• Affective Behavior Analysis using Action Unit Relation Graph and Multi-task Cross Attention
  DK Nguyen, S Pant, NH Ho, GS Lee, SH Kim, HJ Yang,
  Proceedings of the European Conference on Computer Vision (ECCV) Workshops (2022)

  • PREPRINT:Multi-task Cross Attention Network in Facial Behavior Analysis
    DK Nguyen, S Pant, NH Ho, GS Lee, SH Kim, HJ Yang, arXiv preprint arXiv:2207.10293

• Survival Analysis based on Lung Tumor Segmentation using Global Context-aware Transformer in Multimodality
  DP Dao, HJ Yang, GS Lee, SH Kim, NH HO, S Pant, SR Kang, IJ Oh,
  26TH International Conference on Pattern Recognition(ICPR22), August 21-25, 2022, Montréal Québec

• Predicting progression of Alzheimer's disease using forward-to-backward bi-directional network with integrative imputation
  NH Ho, HJ Yang, J Kim, DP Dao, HR Park, S Pant,
  Neural Networks 150 (2022), p. 422-439

• An Attention-Based Method for Multi-Label Facial Action Unit Detection
  DL Hoai, E Lim, E Choi, S Kim, S Pant, G-S Lee, S-H Kim, H-J Yang
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2022

  • PREPRINT: An attention-based method for action unit detection at the 3rd abaw competition
    DL Hoai, E Lim, E Choi, S Kim, S Pant, G-S Lee, S-H Kim, H-J Yang,
    arXiv preprint arXiv:2203.12428, 2022

• A survey on the building of group cohesion dataset based on Carron's model
  E-C Lim, S Pant, H-J Yang, S-H Kim, G-S Lee, Y-S Kang, S-E Jeon,
  In Proceedings of Korean Contents Association Conference, 2022

• Bio-signal and Personality based Korean Emotion Recognition Challenge: KERC 2021
  E-C Lim, S Pant, H-J Yang, G-S Lee, S-H Kim.,
  2022 Winter Conference of the Korean Association for Computer Education (KACE'22) 2022.

./2021

• Stress Analysis with Dimensions of Valence and Arousal in the Wild
  TD Tran, J Kim, NH Ho, HJ Yang, S Pant, SH Kim, G Lee.
  Applied Sciences 11.11 (2021), p. 5194. DOI: 10.3390/app11115194.

• RASurv: Residual Attention-aware Method for Progression-free Survival of Alzheimer’s Disease
  NH Ho, HJ Yang, J Kim, DP Dao, S Pant
  The 5th International Conference on Big data, IoT, and Cloud Computing (BIC'21): Jeju Island, S. Korea, August 16-18, 2021.

• Attention-based Image and Text Fusion for Deep Multimodal Classification in Disaster Analysis
  HD Le, HJ Yang, NH Ho, S Pant
  The 5th International Conference on Big data, IoT, and Cloud Computing (BIC'21): Jeju Island, S. Korea, August 16-18, 2021.

./2020 and Before

• Obstacle Avoidance Method for UAVs using Polar Grid
  S Pant, S Lee
  Journal of Korea Multimedia Society, Society Vol. 23, No. 8, 2020

• Polar Grid Representation for Obstacle Avoidance in UAVs.
  S Pant, S. Lee.
  2020 Spring Conference of Korean Multimedia Society (KMS'20) 2020

• Design and Implementation of a CAN Data Analysis Test Bench based on Raspberry Pi
  S Pant, S Lee
  Journal of Multimedia Information Systems, Vol. 6, No. 4, pp.239-244, 2019

• Design of A Readability-Enhanced Subtitle Generator
  S. Lee, S Pant , EJ Cho
  2019 Fall Conference of Korean Multimedia Society (KMS'19) 2019

• Design and Implementation of A CAN Communication Response Time Analysis System based on Raspberry Pi.
  S Pant, S. Lee.
  2019 Fall Conference of Korean Multimedia Society (KMS'19) 2019

• A study of the impact of the overlapping fraction on the number of communities.
  S Pant, S. Lee
  2019 Spring Conference of Korean Multimedia Society (KMS'19) 2019

• A Fall Detection Technique using Features from Multiple Sliding Windows S Pant, J Kim, S Lee
  Smart Media Journal Vol.7 No.4 p. 79-89, 2018

• Vanishing Point Detection using Reference Objects
  S. Lee, S Pant
  Journal of Korea Multimedia Society Vol. 21, No. 2, pp. 300-309, 2018

• Effect of window organization in supervised learning based fall detection
  S Pant, S. Lee
  2018 Conference of Korea Computer Congress (KCC'18), 2018

• Study of Wearable Sensor based Fall Detection Systems
  S Pant, S. Lee
  2018 Spring Conference of Korean Multimedia Society (KMS'18) 2018

• Design and Implementation of a Dashboard for Senior Falls Management
  S Pant, NY Kim, S. Lee
  2018 Fall Conference of Korean Multimedia Society (KMS'18) 2018

• A Design for 3D object overlay on video using reference objects
  S Pant, S. Lee
  2017 Fall Conference of Korean Multimedia Society (KMS'17) 2017

• A Design of a Big Data Platform for Tigers and Goats Game AI
  S Pant, S. Lee
  2017 Spring Conference of Korean Multimedia Society (KMS'17) 2017

• User Behavior Analysis for Visual Music Notation
  S Pant, S Lee, HD Koh, TH Roh
  Proceedings of International Conference on Multimedia Technology and Applications(MITA), 2011

• Content-based retrieval for a Korean Folk Music Database
  S Pant, S Lee, J Choi, S Jung, S Lee, S Yoon, Y Lee, HD Koh, Y Oh, HK Cho
  Proceedings of International Conference on Emerging Databases(EDB), 2010

• Evaluation of Data Gathering policy for Sensor-based Ship Blocks Assembling
  S. Lee, Jongsil Kim, S Pant
  Proceedings of International Conference on Convergence Content(ICCC), 2010

• A Visual Notation for Music Representation
  S Lee, S Pant, J Choi, S Jung, S Lee, S Yoon, Y Lee, HD Koh, Y Oh, HK Cho
  Proceedings of International Conference on Multimedia Technology and Applications(MITA), 2010