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Multimodal MR Synthesis via Modality-Invariant Latent Representation (2017)
Journal Article
Chartsias, A., Joyce, T., Giuffrida, M. V., & Tsaftaris, S. A. (2018). Multimodal MR Synthesis via Modality-Invariant Latent Representation. IEEE Transactions on Medical Imaging, 37(3), 803-814. https://doi.org/10.1109/tmi.2017.2764326

We propose a multi-input multi-output fully convolutional neural network model for MRI synthesis. The model is robust to missing data, as it benefits from, but does not require, additional input modalities. The model is trained end-to-end, and learns... Read More about Multimodal MR Synthesis via Modality-Invariant Latent Representation.

ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network (2017)
Presentation / Conference Contribution
Giuffrida, M. V., Scharr, H., & Tsaftaris, S. A. (2017, October). ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network. Presented at 2017 IEEE International Conference on Computer Vision Workshops (ICCVW), Venice, Italy

In recent years, there has been an increasing interest in image-based plant phenotyping, applying state-of-the-art machine learning approaches to tackle challenging problems , such as leaf segmentation (a multi-instance problem) and counting. Most of... Read More about ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network.

Phenotiki: an open software and hardware platform for affordable and easy image-based phenotyping of rosette-shaped plants (2017)
Journal Article
Minervini, M., Giuffrida, M. V., Perata, P., & Tsaftaris, S. A. (2017). Phenotiki: an open software and hardware platform for affordable and easy image-based phenotyping of rosette-shaped plants. Plant Journal, 90(1), 204-216. https://doi.org/10.1111/tpj.

Phenotyping is important to understand plant biology, but current solutions are costly, not versatile or are difficult to deploy. To solve this problem, we present Phenotiki, an affordable system for plant phenotyping that, relying on off-the-shelf p... Read More about Phenotiki: an open software and hardware platform for affordable and easy image-based phenotyping of rosette-shaped plants.