Journal: Scientific Reports

Article Title: PlantCLR: contrastive self-supervised pretraining for generalizable plant disease detection

doi: 10.1038/s41598-026-45684-x

Figure Lengend Snippet: Overview of the contrastive self-supervised learning pipeline for plant disease classification evaluated on PlantVillage and Cassava datasets.

Article Snippet: Cassava Leaf Disease The Cassava Leaf Disease dataset was released as part of the Cassava Leaf Disease Classification challenge hosted on Kaggle and contains field-acquired cassava leaf images with substantial variability in illumination, background, and leaf pose.

Techniques:

Journal: Scientific Reports

Article Title: PlantCLR: contrastive self-supervised pretraining for generalizable plant disease detection

doi: 10.1038/s41598-026-45684-x

Figure Lengend Snippet: Representative samples from the two benchmark datasets used in this study: ( a ) PlantVillage images captured under controlled conditions, and ( b ) Cassava Leaf Disease images collected in real-field environments.

Article Snippet: Cassava Leaf Disease The Cassava Leaf Disease dataset was released as part of the Cassava Leaf Disease Classification challenge hosted on Kaggle and contains field-acquired cassava leaf images with substantial variability in illumination, background, and leaf pose.

Techniques:

Journal: Scientific Reports

Article Title: PlantCLR: contrastive self-supervised pretraining for generalizable plant disease detection

doi: 10.1038/s41598-026-45684-x

Figure Lengend Snippet: Confusion matrices for the evaluated datasets: ( a ) PlantVillage: Confusion matrix on the test set; ( b ) Cassava Leaf Disease: Confusion matrix on the test set.

Article Snippet: Cassava Leaf Disease The Cassava Leaf Disease dataset was released as part of the Cassava Leaf Disease Classification challenge hosted on Kaggle and contains field-acquired cassava leaf images with substantial variability in illumination, background, and leaf pose.

Techniques: