51cg

Dr Binod Bhattarai

Dr Binod Bhattarai
Dr Binod Bhattarai
Dr Binod Bhattarai

Lecturer

Accepting PhDs

51cg

Biography

I am a Lecturer (US equivalent Assistant Professor) in the Natural and Computing School of the 51cg and head of the . My research interests are machine learning, computer vision, and medical image analysis.

Before this, I was a Senior Research Fellow at the Computer Science Department of University College London, UK, till December 2022.  I  also worked as a Postdoctoral Research Associate at Imperial College London, UK, from December 2017 to July 2021. I obtained a PhD in Computer Science from Universite de Caen, France. 

Potential PhD candidates:  If you are interested in doing PhD at the 51cg, UK, please get in touch with me at binod.bhattarai@abdn.ac.uk

Selected Publications:

1.Khanal, B.; Pokhrel, S.; Bhandari S., Rana, R.; Shrestha, N.; Gurung, RB; Linte Cristian, Watson A.; Shrestha YR; Bhattarai, B. "Hallucination-aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models", MICCAI 2025 (Top 9% of 3,667 papers)

 2. Poudel, P., Amgain, S., Shrestha, P., Shrestha, YR, Gyawali P., Bhattarai, B.  CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities  MICCAI 2024

3. Bodur R.,  Bhattarai, B.,   Kim, T-K  "Prompt Augmentation for Self-supervised  Text-guided Image Manipulation"  CVPR 2024

4. Bhattarai, B., Subedi, R., Gaire, RR, Vazquez, E., Stoyanov, D.  "Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for 2D Surgical Image Semantic Segmentation", Medical Image Analysis (MedIA) 2023

5. Caramalau, R. Bhattarai, B. and Kim, T-K "Sequential Graph Convolutional Network for Active Learning" CVPR 2021

6. Bhattarai, B. and Kim, T-K  "Inducing Optimal Attributes Representations for Conditional GANs"  ECCV 2020

For the details in the publication, visit

Research

Research Areas

Accepting PhDs

I am currently accepting PhDs in Computing Science.

Please get in touch if you would like to discuss your research ideas further.

Computing Science

  • Accepting PhDs

Research Specialisms

  • Computer Vision
  • Machine Learning
  • Biomedical Engineering

Our research specialisms are based on the Higher Education Classification of Subjects (HECoS) which is , published under the licence.

Teaching

Teaching Responsibilities

  • Principles and Practice of Database Systems
  • Foundations in Artificial Intelligence
Publications

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  • Estimating 2D Keypoints of Surgical Tools Using Vision-Language Models with Low-Rank Adaptation

    Duangprom, K., Lambrou, T., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • A Benchmark for Hallucination Detection in VLMs for Gastrointestinal Endoscopy

    Lawal, A., Oli, N., Acharya, S., Gyawali, P., Romano, M. C., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • FlexiAvatar: Unified 3D Gaussian Human Avatars Under Arbitrary Body Visibility

    Tiruneh, Y. Y., Ali, M. S., Jeong, U., Khan, M. A., Chowdhury Sayem, M. K., Bayramgeldiyev, A., Bhattarai, B., Baek, S.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • ProMoE-FL: Prototype-conditioned Mixture of Experts for Multimodal Federated Learning with Missing Modalities

    Chhetri, A., Niroula, B., Vazquez, E., Shrestha, Y. R., Gyawali, P., Bazzani, L., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • SAGE: An Expert-Annotated South Asian GI Endoscopy Dataset for Multimodal Learning and Hallucination Analysis

    Oli, N., Acharya, S., Pokhrel, S., Bhandari, S., Rana, R., Mani Shrestha, N., Gurung, R. B., Shrestha, Y. R., Gyawali, P. K., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • FedVG: Gradient-Guided Aggregation for Enhanced Federated Learning

    Devkota, A., Thrasher, J., Adjeroh, D., Bhattarai, B., Gyawali, P. K.
    Contributions to Conferences: Papers
  • HandVQA: Diagnosing and Improving Fine-Grained Spatial Reasoning about Hands in Vision-Language Models

    Chowdhury Sayem, M. K., Chowdhury, M. T., Tiruneh, Y. Y., Khan, M. A., Ali, M. S., Bhattarai, B., Baek, S.
    Contributions to Conferences: Papers
  • Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models

    Khanal, B., Pokhrel, S., Bhandari, S., Rana, R., Shrestha, N., Gurung, R. B., Linte, C. A., Watson, A. J. M., Shrestha, Y. R., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • Out-of-Distribution Detection in Gastrointestinal Vision by Estimating Nearest Centroid Distance Deficit

    Pokhrel, S., Bhandari, S., Ali, S., Lambrou, T., Nguyen, A., Shrestha, Y. R., Watson, A., Stoyanov, D., Gyawali, P., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • NERO: Explainable Out-of-Distribution Detection with Neuron-level Relevance in Gastrointestinal Imaging

    Chhetri, A., Korhonen, J., Gyawali, P. K., Bhattarai, B.
    Contributions to Conferences: Papers
  • Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models

    Khanal, B., Pokhrel, S., Bhandari, S., Rana, R., Shrestha, N., Gurung, R. B., Linte, C., Watson, A., Shrestha, Y. R., Bhattarai, B.
    Working Papers: Preprint Papers
  • Dimension Mixer: Group Mixing of Input Dimensions for Efficient Function Approximation

    Sapkota, S., Bhattarai, B.
    The Second Conference on Parsimony and Learning
    Contributions to Conferences: Posters
  • Multimodal Federated Learning With Missing Modalities through Feature Imputation Network

    Poudel, P., Chhetri, A., Gyawali, P. K., Leontidis, G., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • Guide3D: A Bi-planar X-ray Dataset for 3D Shape Reconstruction

    Jianu, T., Huang, B., Nguyen, H., Bhattarai, B., Do, T., Tjiputra, E., Tran, Q., Berthet-Rayne, P., Le, N., Fichera, S., Nguyen, A.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal Vision

    Pokhrel, S., Bhandari, S., Ali, S., Lambrou, T., Nguyen, A., Shrestha, Y. R., Watson, A., Stoyanov, D., Gyawali, P., Bhattarai, B.
    Working Papers: Preprint Papers
  • Task-Aware Active Learning for Endoscopic Polyp Segmentation

    Poudel, P., Thapa, S. K., Regmi, S., Bhattarai, B., Stoyanov, D.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • TE-SSL: Time and Event-aware Self Supervised Learning for Alzheimer’s Disease Progression Analysis

    Thrasher, J., Devkota, A., Tafti, A. P., Bhattarai, B., Gyawali, P.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • Active Label Refinement for Robust Training of Imbalanced Medical Image Classification Tasks in the Presence of High Label Noise

    Khanal, B., Dai, T., Bhattarai, B., Linte, C. A.
    Contributions to Conferences: Papers
  • CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities

    Poudel, P., Shrestha, P., Amgain, S., Shrestha, Y. R., Gyawali, P., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • iEdit: Localised Text-guided Image Editing with Weak Supervision

    Bodur, R., Gundogdu, E., Bhattarai, B., Kim, T. K., Donoser, M., Bazzani, L.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • ReweightOOD: Loss Reweighting for Distance-based OOD Detection

    Regmi, S., Panthi, B., Ming, Y., Gyawali, P. K., Stoyanov, D., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • T2FNorm: Train-time Feature Normalization for OOD Detection in Image Classification

    Regmi, S., Panthi, B., Dotel, S., Gyawali, P. K., Stoyanov, D., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • Prompt Augmentation for Self-supervised Text-guided Image Manipulation

    Bodur, R., Bhattarai, B., Kim, T.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • TextAug: Test Time Text Augmentation for Multimodal Person Re-Identification

    Fawakherji, M., Vazquez, E., Giampa, P., Bhattarai, B.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • Placental vessel segmentation and registration in fetoscopy: Literature review and MICCAI FetReg2021 challenge findings

    Bano, S., Casella, A., Vasconcelos, F., Qayyum, A., Benzinou, A., Mazher, M., Meriaudeau, F., Lena, C., Cintorrino, I. A., De Paolis, G. R., Biagioli, J., Grechishnikova, D., Jiao, J., Bai, B., Qiao, Y., Bhattarai, B., Gaire, R. R., Subedi, R., Vazquez, E., Płotka, S., Lisowska, A., Sitek, A., Attilakos, G., Wimalasundera, R., David, A. L., Paladini, D., Deprest, J., De Momi, E., Mattos, L. S., Moccia, S., Stoyanov, D.
    Medical Image Analysis, vol. 92, pp. 103066
    Contributions to Journals: Review articles
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