BMVC2025 Workshop

DIFA: Deep Learning-based Information Fusion and Its Applications

27th November, 2025

Old Banqueting Hall, Cutlers’ Hall, Sheffield, UK

1University of Exeter 2University of Sheffield 3Queen's University Belfast

Introduction

Information fusion has become a key enabler for perception, decision-making, and control across a wide range of domains. By integrating data from multiple sensors, modalities, or sources, it produces more robust and accurate representations of the world. In recent years, the field has significantly expanded in both scope and impact, largely driven by the adoption of deep learning techniques. Advances in multimodal and multi-source fusion have led to notable improvements in diverse applications, including robotics, autonomous driving, medical imaging, remote sensing, surveillance, and infrastructure inspection. Deep learning models—such as CNNs, GANs, autoencoders, transformers, and diffusion models—have further accelerated progress in both fusion methodologies and their downstream applications. This workshop aims to bring together researchers from across the information fusion community to present the latest developments in algorithms, datasets, evaluation strategies, and application-driven solutions. It also seeks to foster cross-disciplinary collaboration by welcoming participants from fields such as computer vision, natural language processing, robotics, healthcare, and remote sensing. By reviewing current trends and exploring future directions, the workshop intends to drive innovation and strengthen community ties in the evolving landscape of information fusion.

Previous Workshop

Our workshop was successfully held at BMVC 2024, featuring keynote talks and paper presentations. DIFA 2024 was one of the most well-received workshops at the conference. You can find more information about the previous edition via the following link:

Call for papers

The workshop will cover (but is not limited to) the following topics:

1. Multimodal information fusion
  • Lidar and camera; Radar and camera; Depth and RGB; Image and text; Other types of information fusion.
2. Multi-source information fusion
3. Different image fusion tasks
  • Visible and infrared image fusion; Multi-focus image fusion; Multi-exposure image fusion; Medical image fusion; Remote sensing image fusion; Multimodal image fusion; General image fusion; Other types of image fusion.
4. Deep learning methods for information fusion
  • CNN-based methods; GAN-based methods; Autoencoder-based methods; Transformer-based methods; Diffusion-based methods; Application-driven information fusion methods.
5. Information fusion applications
  • Low-level vision tasks; Object tracking; Object detection; Scene segmentation; Robotics; Medical applications; Others.
6. Dataset and performance evaluation
  • Information fusion datasets; Information fusion evaluation metrics; Information fusion evaluation methods; Information fusion benchmarks.

Download CFP

Important dates

  • Submission deadline: August 25th 2025, 23:59 (UK time)
  • Submission deadline: September 2nd 2025, 23:59 (UK time)
  • Notification of acceptance: September 14th, 2025
  • Notification of acceptance: September 15th, 2025
  • Camera-ready submission: September 28th, 2025

Paper submission

Accepted Papers

  • GeologyCLIP: A Hierarchical CLIP trained on geological information for Airborne LiDAR data
    Author: Takayuki Shinohara
  • Robust Pothole Detection through Dual-pass RGB and Depth Fusion
    Authors: Percy Lam, Weiwei Chen, Lavindra de Silva, Ioannis Brilakis
  • Beyond the Sandbox: Real-World Federated Learning for MRI Prostate Cancer Detection
    Authors: Ashkan Moradi, Bendik Skarre Abrahamsen, Jeroen Geerdink, Derya Yakar, Henkjan Huisman, Tone Frost Bathen, Mattijs Elschot
  • Depth-NOCTIS: Depth-based Novel Object Cyclic Threshold based Instance Segmentation
    Authors: Max Gandyra, Alessandro Santonicola, Michael Beetz
  • Multi-View Resliced Image Fusion for Enhanced Cardiac MRI Segmentation
    Authors: Shilajit Banerjee, DIVYA MANOHARLAL BHATIA, Vivek Chandel, Aparna Kanakatte Gurumurthy, Aniruddha Sinha, Sundeep khandelwal, Avik Ghose
  • Brain Matters: Enhancing Tumor Classification via CNN and Vision-Language Fusion
    Authors: Khushi Chaudhari, Akshay Agarwal
  • BridgeKD: Resolution-Aware Knowledge Fusion for Efficient Image Translation
    Authors: Shilajit Banerjee, Hitesh Gupta Kattamuri, Himanshu Pant, Anima Majumder
  • Brain tumor segmentation using multimodal MRI
    Authors: Qinqing Li, Xingchen Zhang

Proceedings: https://bmvc2025.bmva.org/proceedings/workshop-proceedings/

Program

  • 14:00 - 14:05 Opening Remarks
  • 14:05 - 14:45 Keynote talk: Prof. Fayyaz Minhas (TBD)
  • 14:45 - 15:25 Keynote talk: Prof. Brian Sheil : The Seen & The Unseen: Multi-Modal AI for Surface-Subsurface Infrastructure Intelligence
  • 15:25 - 15:30 Break
  • 15:30 - 15:40 Oral presentation: GeologyCLIP: A Hierarchical CLIP trained on geological information for Airborne LiDAR data
  • 15:40 - 15:50 Oral presentation: Robust Pothole Detection through Dual-pass RGB and Depth Fusion
  • 15:50 - 16:00 Oral presentation: Brain tumor segmentation using multimodal MRI
  • 16:00 - 16:10 Oral presentation: Beyond the Sandbox: Real-World Federated Learning for MRI Prostate Cancer Detection
  • 16:10 - 16:15 Break
  • 16:15 - 16:25 Oral presentation: Depth-NOCTIS: Depth-based Novel Object Cyclic Threshold based Instance Segmentation
  • 16:25 - 16:35 Oral presentation: Multi-View Resliced Image Fusion for Enhanced Cardiac MRI Segmentation
  • 16:35 - 16:45 Oral presentation: Brain Matters: Enhancing Tumor Classification via CNN and Vision-Language Fusion
  • 16:45 - 16:55 Oral presentation: BridgeKD: Resolution-Aware Knowledge Fusion for Efficient Image Translation
  • 16:55 - 17:00 Break
  • 17:00 - 17:05 Best paper award announcement
  • 17:05 - 17:10 Closing Remarks

Registration and Attendance

Registration

Please complete your registration on the BMVC2025 website: https://bmvc2025.bmva.org/attending/registration/. You can choose whole BMVC conference registration, or One-day Workshop only Registration.

During the conference, registration opens at 08:00 am each day. Workshop organizers and participants can collect their badges at the ground floor foyer at the main entrance to the building.

Attendance

Our DIFA workshop will be in the Old Banqueting Hall at the Cutlers’ Hall. Directions to Cutlers’ Hall can be found at https://cutlershall.co.uk/about/directions-to-cutlers-hall/ .

You may also use the virtual tour to see the location of the workshop room: https://my.matterport.com/show/?m=MWZvQjuFnAs .

Keynote Speakers

Brian Sheil

Brian Sheil

Associate Professor

University of Cambridge

Fayyaz Minhas

Fayyaz Minhas

Associate Professor

University of Warwick

Organisers

Xingchen Zhang

Xingchen Zhang

Senior Lecturer

University of Exeter

Zhixiang Chen

Zhixiang Chen

Lecturer

University of Sheffield

Shuyan Li

Shuyan Li

Lecturer

Queen's University Belfast

Contact

  • To contact the organizers please use x.zhang12@exeter.ac.uk
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