Outputs (2)

Domain Targeted Synthetic Plant Style Transfer using Stable Diffusion, LoRA and ControlNet (2024)
Presentation / Conference Contribution
Hartley, Z. K., Lind, R. J., Pound, M. P., & French, A. P. (2024, June). Domain Targeted Synthetic Plant Style Transfer using Stable Diffusion, LoRA and ControlNet. Presented at 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle, WA, USA

Synthetic images can help alleviate much of the cost in the creation of training data for plant phenotyping-focused AI development. Synthetic-to-real style transfer is of particular interest to users of artificial data because of the domain shift pro... Read More about Domain Targeted Synthetic Plant Style Transfer using Stable Diffusion, LoRA and ControlNet.

Unlocking Comparative Plant Scoring with Siamese Neural Networks and Pairwise Pseudo Labelling (2023)
Presentation / Conference Contribution
Hartley, Z. K., Lind, R. J., Smith, N., Collison, B., & French, A. P. (2023, October). Unlocking Comparative Plant Scoring with Siamese Neural Networks and Pairwise Pseudo Labelling. Presented at 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), Paris, France

Phenotypic assessment of plants for herbicide discovery is a complex visual task and involves the comparison of a non-treated plant to those treated with herbicides to assign a phytotoxicity score. It is often subjective and difficult to quantify by... Read More about Unlocking Comparative Plant Scoring with Siamese Neural Networks and Pairwise Pseudo Labelling.