Code and Data

We present selected publications with available code and datasets to download.

Code

1. Pseudo-healthy synthesis with pathology disentanglement and adversarial learning
T. Xia, A. Chartsias, S.A. Tsaftaris
Medical Image Analysis, vol. 64, 2020
Full Text Preprint Code

2. Doing More with Less: A Multitask Deep Learning Approach in Plant Phenotyping
A. Dobrescu, M.V. Giuffrida, S.A. Tsaftaris
Frontiers in Plant Science, 11:141
Full Text Code

3. Learning to synthesise the ageing brain without longitudinal data
T. Xia, A. Chartsias, C. Wang, S.A. Tsaftaris
TBA, submitted
Preprint Code

4. Disentangle, align and fuse for multimodal and zero-shot image segmentation
A. Chartsias, G. Papanastasiou, C. Wang, S. Semple, D. Newby, R. Dharmakumar, S.A. Tsaftaris
TBA, submitted
Preprint Code

5. Unsupervised Rotation Factorization in Restricted Boltzmann Machines
V. Giuffrida, S.A. Tsaftaris
IEEE Transactions on Image Processing, vol. 29, no. 1, pp. 2166-2175, 2020
Full Text PDF Code

6. Disentangled Representation Learning in Cardiac Image Analysis
A. Chartsias, T. Joyce, G. Papanastasiou, S. Semple, M. Williams, D. Newby, R. Dharmakumar, S.A. Tsaftaris
Medical Image Analysis, vol. 58, 2019
Full Text Preprint Code

7. Multimodal MR Synthesis via Modality-Invariant Latent Representation
A. Chartsias, T. Joyce, V. Giuffrida, and S. A. Tsaftaris
IEEE Transactions on Medical Imaging, vol. 37, no. 3, pp. 803-814, 2018
Full Text PDF Code

8. Metrics for Exposing the Biases of Content-Style Disentanglement
X. Liu, S. Thermos, G. Valvano, A. Chartsias, A.Q. O'Neil, S.A. Tsaftaris
submitted
Preprint Code

9. INSIDE: Steering Spatial Attention with Non-Imaging Information in CNNs
G. Jacenków, A.Q. O'Neil, B. Mohr, S.A. Tsaftaris
MICCAI 2020
Full Text Preprint Code

10. Disentangled Representations for Domain-generalized Cardiac Segmentation
X. Liu, S. Thermos, A. Chartsias, A.Q. O'Neil, S.A. Tsaftaris
MICCAI 2020, STACOM: Statistical Atlases and Computational Modelling of the Heart
Preprint Code

11. Max-Fusion U-Net for Multi-Modal Pathology Segmentation with Attention and Dynamic Resampling
H. Jiang, C. Wang, A. Chartsias, S.A. Tsaftaris
MICCAI 2020, MyoPS: Multi-sequence CMR based Mycardial Pathology Segmentation Challenge
Preprint Code

12. Semi-supervised Pathology Segmentation with Disentangled Representations
H. Jiang, A. Chartsias, X. Zhang, G. Panastasiou, S. Semple, M. Dweck, D. Semple, R. Dharmakumar, S.A. Tsaftaris
MICCAI 2020, DART: Domain Adaptation and Representation Transfer
Preprint Code

13. Consistent Brain Ageing Synthesis
T. Xia, A. Chartsias, S.A. Tsaftaris
MICCAI 2019
PDF Code

14. Multimodal cardiac segmentation using disentangled representations
A. Chartsias, G. Papanastasiou, C. Wang, C. Stirrat, S. Semple, D. Newby, R. Dharmakumar, S.A. Tsaftaris
MICCAI 2019, STACOM: Statistical Atlases and Computational Models of the Heart
PDF Code

15. Temporal Consistency Objectives Regularize the Learning of Disentangled Representations
G. Valvano, A. Chartsias, A. Leo, S.A. Tsaftaris
MICCAI 2019, DART: Domain Adaptation and Representation Transfer
Preprint Code

16. Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization
T. Xia, A. Chartsias, S.A. Tsaftaris
MIDL 2019
Full Text Code

17. Factorised spatial representation learning: application in semi-supervised myocardial segmentation
A. Chartsias, T. Joyce, G. Papanastasiou, S. Semple, M. Williams, D. Newby, R. Dharmakumar, S.A. Tsaftaris
MICCAI 2018
Preprint Code

18. Robust Multi-Modal MR Image Synthesis
T. Joyce, A. Chartsias, S.A. Tsaftaris
MICCAI 2017
PDF Code

19. Leveraging multiple datasets for deep leaf counting
A. Dobrescu, M.V. Giuffrida, S.A. Tsaftaris
ICCV 2017, CVPPP: Computer Vision Problems in Plant Phenotyping
PDF Code

Platforms

1. Phenotiki
Open source open hardware platform for affordable plant phenotyping, as of now has been downloaded by 100 users and is actively used by 30 labs in the world.
Full Text Website

Datasets

1. The PRL – CVPPP Dataset
A collection of annotated data for computer vision research in plant phenotyping, as of now it has been downloaded 3000 times, and cited 54 times.
Full Text Website
2. The CLEVR-Seg Dataset
Extension of the CLEVR dataset with segmentation masks and per-object attributes.
Full Text Code Website