Publications

8 journal articles · 27 peer-reviewed conference papers
* denotes equal contribution. For the most up-to-date list, see Google Scholar.

Journal Articles

• 2024
  HairNet2: deep learning to quantify cotton leaf hairiness, a complex genetic and environmental trait

  M. Farazi, W.C. Conaty, L. Egan, S.P.J. Thompson, I.W. Wilson, S. Liu, W.N. Stiller, L. Petersson, V. Rolland

  Plant Methods, Springer Nature, 20:46, 2024
• 2024
  Towards automatic anomaly detection in fisheries using electronic monitoring and automatic identification system

  D. Acharya, M. Farazi, V. Rolland, L. Petersson, U. Rosebrock, D. Smith, J. Ford, D. Wang, G.N. Tuck, L.R. Little, et al.

  Fisheries Research, 272:106939, 2024
• 2023
  A benthic substrate classification method for seabed images using deep learning: application to management of deep-sea coral reefs

  C. Jackett, F. Althaus, K. Maguire, M. Farazi, B. Scoulding, C. Untiedt, T. Ryan, P. Shanks, P. Brodie, A. Williams

  Journal of Applied Ecology, 60(7):1254–1273, 2023
• 2022
  HairNet — A deep learning model to score leaf hairiness, a key phenotype for cotton fibre yield, value and insect resistance

  M. Farazi*, V. Rolland*, W.C. Conaty, D. Cameron, S. Liu, L. Petersson, W.N. Stiller

  Plant Methods, Springer Nature, 18(1):8, 2022
• 2021
  Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models

  M. Farazi, S. Khan, N. Barnes

  Pattern Recognition, Elsevier, 120:108106, 2021
• 2020
  From Known to the Unknown: Transferring Knowledge to Answer Questions about Novel Visual and Semantic Concepts

  M. Farazi, S. Khan, N. Barnes

  Image and Vision Computing, Elsevier, 103:103985, 2020
• 2012
  Intensity Reflection Coefficient based Min-Sum decoding for Low Density Parity Check Codes

  M.R. Islam, K.S. Mahmood, M.F.T. Oshim, M. Farazi

  Frequenz — Journal of RF-Engineering and Telecommunications, 66:229–238, 2012

Conference Papers

• 2025
  CAPSTONE: Composable Attribute-Prompted Scene Translation for Zero-Shot Vision–Language Reasoning

  Md I. Hossain, S.Z. Ridoy, M. Farazi, N. Mohammed, S. Rahman

  EMNLP 2025 — Empirical Methods in Natural Language Processing (Industry Track), pp. 2840–2851
• 2025
  Label Semantics for Robust Hyperspectral Image Classification

  R. Hassan, Z.T. Roshni, R. Bari, A. Islam, N. Mohammed, M. Farazi, S. Rahman

  IJCNN 2025 — International Joint Conference on Neural Networks, IEEE
• 2025
  Long-tailed Image Classification on the Specimens of Herbarium Dataset

  R. Ahmed, I.T. Naheen, Y. Haque, Md T. Abir, M. Farazi, S. Rahman

  IJCNN 2025 — International Joint Conference on Neural Networks, IEEE
• 2025
  Beyond the Pipeline: Analyzing Key Factors in End-to-End Deep Learning for Historical Writer Identification

  H. Rasyidi, M. Farazi

  DSAA 2025 — IEEE 12th International Conference on Data Science and Advanced Analytics
• 2025
  Z-Prunear: Post-Training Pruning of Large Language Models for Efficiency without Retraining

  S.B. Bhuiyan, Md S.H. Adib, M.A. Bhuiyan, M.R. Kabir, M. Farazi, S. Rahman, N. Mohammed

  AICCSA 2025 — IEEE/ACS 22nd International Conference on Computer Systems and Applications
• 2025
  Multi-Modal Sentiment Analysis with Dynamic Attention Fusion

  S. Abdulhalim, M. Albaghdadi, M. Farazi

  AICCSA 2025 — IEEE/ACS 22nd International Conference on Computer Systems and Applications
• 2025
  Beyond Stars: Bridging the Gap Between Ratings and Review Sentiment with LLM

  N. Zuhir, A.M. Salim, P. Premkumar, M. Farazi

  AICCSA 2025 — IEEE/ACS 22nd International Conference on Computer Systems and Applications
• 2025
  Dual-Path Phishing Detection: Integrating Transformer-Based NLP with Structural URL Analysis

  I. Altan, A. Bachir, Y. Parbhulkar, A.M. Rizvi, M. Farazi

  AICCSA 2025 — IEEE/ACS 22nd International Conference on Computer Systems and Applications
• 2023
  REIN: Reusing ImageNet to Improve Open-set Object Detection

  W. Li, M. Farazi, J. Hong, L. Petersson

  DICTA 2023 — International Conference on Digital Image Computing: Techniques and Applications
• 2023
  Improving Zero-Shot Semantic Segmentation using Dynamic Kernels

  T. Tajwar, M. Rahman, T. Chowdhury, S. Ahmed, M. Farazi, Md.H. Kabir

  DICTA 2023 — International Conference on Digital Image Computing: Techniques and Applications
• 2023
  A generative approach to audio-visual generalized zero-shot learning: Combining contrastive and discriminative techniques

  Q. Zheng, J. Hong, M. Farazi

  IJCNN 2023 — International Joint Conference on Neural Networks, IEEE
• 2023
  How much does initialization affect generalization?

  S. Ramasinghe, L.E. Macdonald, M. Farazi, H. Saratchandran, S. Lucey

  ICML 2023 — International Conference on Machine Learning (PMLR), pp. 28637–28655
• 2022
  Improving Action Quality Assessment Using Weighted Aggregation

  S. Farabi, H. Himel, F. Gazzali, Md.B. Hasan, Md.H. Kabir, M. Farazi

  IbPRIA 2022 — Iberian Conference on Pattern Recognition and Image Analysis, Springer
• 2022
  VReBERT: A Simple and Flexible Transformer for Visual Relationship Detection

  Y. Cui, M. Farazi

  ICPR 2022 — International Conference on Pattern Recognition, Montreal, Canada
• 2021
  Rethinking conditional GAN training: An approach using geometrically structured latent manifolds

  S. Ramasinghe, M. Farazi, S. Khan, N. Barnes, S. Gould

  NeurIPS 2021 — Conference on Neural Information Processing Systems, 34:19487–19499
• 2021
  Question-agnostic attention for visual question answering

  M. Farazi, S. Khan, N. Barnes

  ICPR 2020 — International Conference on Pattern Recognition, IEEE, pp. 3542–3549
• 2021
  Recursive Training for Zero-Shot Semantic Segmentation

  C. Wang, M. Farazi, N. Barnes

  IJCNN 2021 — International Joint Conference on Neural Networks, IEEE
• 2021
  Efficient Two-Stream Network for Violence Detection Using Separable Convolutional LSTM

  Z. Islam, M. Rukonuzzaman, R. Ahmed, Md. Kabir, M. Farazi

  IJCNN 2021 — International Joint Conference on Neural Networks, IEEE
• 2018
  Reciprocal Attention Fusion for Visual Question Answering

  M. Farazi, S. Khan

  BMVC 2018 — 29th British Machine Vision Conference, Newcastle upon Tyne, UK
• 2016
  Inpainting multiple sclerosis lesions for improving registration performance with brain atlas

  M. Farazi, F. Faisal, Z. Zaman, S. Farhan

  MediTec 2016 — International Conference on Medical Engineering, Health Informatics and Technology, Dhaka
• 2015
  A 3D Dynamic Biomechanical Swallowing Model for Training and Diagnosis of Dysphagia

  M. Farazi, B. Martin-Harris, N.M. Harandi, S. Fels, R. Abugharbieh

  ISBI 2015 — International Symposium on Biomedical Imaging, Brooklyn, USA
• 2015
  Subject-Specific Biomechanical Modelling of the Oropharynx with Application to Speech Production

  N.M. Harandi, J. Woo, M. Farazi, I. Stavness, M. Stone, S. Fels, R. Abugharbieh

  ISBI 2015 — International Symposium on Biomedical Imaging, Brooklyn, USA
• 2015
  Development of a 3D Biomechanical Swallowing Model for Dysphagia Training

  M. Farazi, B. Martin-Harris, R. Abugharbieh, S. Fels

  CMBBE 2015 — 13th International Symposium on Computer Methods in Biomechanics and Biomedical Engineering, Montreal
• 2014
  Swallowing Simulation Using an MBSImP-Based 3D Biomechanical Model

  M. Farazi, B. Martin-Harris, R. Abugharbieh, S. Fels

  CMBBE 2014 — 12th International Symposium on Computer Methods in Biomechanics and Biomedical Engineering, Amsterdam
• 2014
  A Subject-Specific Model of Tongue-Jaw-Hyoid: Toward the Analysis of Speech

  N.M. Harandi, M. Farazi, J. Woo, M. Stone, R. Abugharbieh, S. Fels

  GRAND 2014 — Graphics, Animations and New Media Conference, Ottawa
• 2013
  Model Predictive Controller for the Flight Control of Ornithopters

  A.R. Ridwan, M. Farazi, K.K. Islam

  ICACME 2013 — 2nd International Conference on Automatic Control and Mechatronic Engineering, Bangkok
• 2012
  Factor based Sum Product decoding in Log Domain for Low Density Parity Check Codes

  M.R. Islam, T. Rashid, S. Refayet, S.A. Ovee, M. Farazi

  ICECE 2012 — 7th International Conference on Electrical and Computer Engineering, Dhaka
• 2012
  Difference to Sum Ratio Factor based Min-Sum decoding for Low Density Parity Check Codes

  M.R. Islam, K.S. Mahmood, M. Farazi, M.F.T. Oshim, M.A. Nazim, I. Hasan

  ComComAp 2012 — Computer, Communications & Applications Conference, Hong Kong