Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Posts
COCO Semantic Graph Data
Published:
A guide to downloading the BUTD and VSUA/SGAE supplementary datasets for COCO.
Deep Learning Engineering Tricks
Published:
Deep learning is full of little engineering tricks (that are sometimes omitted from the papers!), and these are responsible for getting those last few points that will get you state of the art. Here, we go through them one by one, giving an explanation as to how and why they work alongside an intuition as to where they should be used.
COCO Supplementary Dataset Download Guide
Published:
A guide to downloading the BUTD and VSUA/SGAE supplementary datasets for COCO.
Adding SPICE to Meshed-Memory Transformer
Published:
A quick guide to adding the SPICE evaluation metric to the meshed-memory transformer codebase
What is My PhD About?
Published:
A brief overview of what my PhD is about. Written for friends and family.
What is Git?
Published:
A copy of my introduction to Git post created for the University of Salford Computing Society. Introduces git, alongside the basic commands such as clone, pull, status, add, commit, and push.
demos
Oversmoothing in Graph Neural Networks
An interactive playground and worked example showing why stacking message-passing layers makes GNN node representations indistinguishable.
fyp
Introduction to Geometric Deep Learning FYP Group
What is (geometric) deep learning anyway? What project should I do?
FYP Project Ideas
It is best if you have your own project idea, but if you need inspiration (or a more ‘ready baked’ idea) for your project, look no further!
FYP Report Style Guide
How to get top marks for presentation on your reports
FYP Resources
Some resources to help you with your projects
projects
COCO Graph Generation
Precompute various (heterogeneous) scene graphs for the COCO dataset.
COCO Scripts
A set of scripts for downloading and setting up various COCO supplementary datasets.
Fork of the Meshed Memory Transformer for Image Captioning
A fork of the Meshed-Memory Transformer for Image Captioning to provide some bug fixes, optimisations, and other tweaks.
Superpixel Feature Extractor
Generate features for superpixels and patches using pretrained models. Features are saves as .npz files.
publications
Graph neural networks in vision-language image understanding: a survey
Published in The Visual Computer, 2024
Senior, H., Slabaugh, G., Yuan, S., & Rossi, L. (2024). Graph neural networks in vision-language image understanding: A survey. The Visual Computer, 1-26. https://link.springer.com/article/10.1007/s00371-024-03343-0
SuperCap: Multi-resolution Superpixel-based Image Captioning
Senior, H., Slabaugh, G., Rossi, L., & Yuan, S. (2025). SuperCap: Multi-resolution Superpixel-based Image Captioning. arXiv https://arxiv.org/abs/2503.08496v1
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology
Amaya Gallagher-Syed, Henry Senior, Omnia Alwazzan, Elena Pontarini, Michele Bombardieri, Costantino Pitzalis, Myles J. Lewis, Michael R. Barnes, Luca Rossi, Gregory Slabaugh; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025, pp. 10372-10383 https://openaccess.thecvf.com/content/CVPR2025/papers/Gallagher-Syed_BioX-CPath_Biologically-driven_Explainable_Diagnostics_for_Multistain_IHC_Computational_Pathology_CVPR_2025_paper.pdf