Architecture of proposed StyleGAN for data augmentation. by Afira Aslam (21433666)

Subjects:

Architecture of the MobileNet proposed for feature extraction. by Afira Aslam (21433666)

Subjects:

Performance comparison of the proposed model on the cotton leaf disease dataset [76] against State-of-the-Art methods for robustness evaluation. by Afira Aslam (21433666)

Subjects:

Comprehensive comparative analysis of the proposed model versus existing methods for cotton disease detection and other applications in the agricultural domain. Results are based o... by Afira Aslam (21433666)

Subjects:

Grad-CAM visualizations illustrating model interpretability for cotton disease classification on samples from Plant Village dataset [59]. by Afira Aslam (21433666)

Subjects:

Representative sample images from each category used in the multi-class classification task. by Afira Aslam (21433666)

Subjects:

Segmentation results obtained from SAM on cotton leaf image. by Afira Aslam (21433666)

Subjects:

Confusion matrix for the proposed ensemble classifier. by Afira Aslam (21433666)

Subjects:

Results of multiple segmentation on single leaf image using SAM. by Afira Aslam (21433666)

Subjects:

Information of dataset with number of images in each class for training, validation, and testing. by Afira Aslam (21433666)

Subjects:

Accuracy of multiple classifiers with a deep-learning-based feature set by Afira Aslam (21433666)

Subjects:

The whole leaf image segmented using SAM. by Afira Aslam (21433666)

Subjects:

Cotton production in major countries. by Afira Aslam (21433666)

Subjects:

Segment Anything Model (SAM) framework for segmentation of cotton crop leaves. by Afira Aslam (21433666)

Subjects:

A demonstration of SAMCell’s interface throughout the various stages of use: (a) landing page for image upload, (b) image selection and processing status, (c) visualization of segm... by Alexandra Dunnum VandeLoo (22209218)

Subjects:

Example images from the (a) Cytoplasm dataset and (b) LIVECell dataset used for training and example images from each of our evaluation datasets, (c) PBL-HEK and (d) PBL-N2a. by Alexandra Dunnum VandeLoo (22209218)

Subjects:

Detailed Diagram of the SAMCell Pipeline, with stages (a) Ground truth distance map creation for training/fine-tuning (b) Fine-tuning of the Segment Anything Model, where we choose... by Alexandra Dunnum VandeLoo (22209218)

Subjects:

(a) A cropped microscope image from the LIVECell test set, (b) overlayed ground-truth cell masks, and (c) a distance map computed from these cell masks. by Alexandra Dunnum VandeLoo (22209218)

Subjects:

A performance comparison between SAMCell and 3 existing cell segmentation baselines. by Alexandra Dunnum VandeLoo (22209218)

Subjects:

A zero-shot, cross-dataset performance comparison between SAMCell-Generalist (fine-tuned on Cellpose Cytoplasm and LIVECell datasets), SAMCell-Cyto (fine-tuned on Cellpose Cytoplas... by Alexandra Dunnum VandeLoo (22209218)

Subjects: