Localized Data Work as a Precondition for Data-Centric ML: A Case Study of Full Lifecycle Crop Disease Identification in Ghana

Built on

Exif exchangeable image file format, Feb 2014
Exif · 2014
Earlier work this paper cites.
The african cashew sector in 2015
Rabany, C., Rullier, N., and Ricau, P · 2015
Earlier work this paper cites.
Flutter - beautiful native apps in record time, 2019
Google · 2019
Earlier work this paper cites.
Yolov5 by ultralytics, 2020
Jocher, G · 2020
Earlier work this paper cites.

Detection and classification system for cashew plant diseases using convolutional neural network
Timothy, M., John, O., Aibinu, A., and Adebisi, B · 2021
Cited alongside, same era.
Gnu affero general public license, Feb 2023
AGPL, G · 2023
Cited alongside, same era.
Cashew pest database
ICAR · 2023
Cited alongside, same era.
Cashew dataset generation using augmentation and ralsgan and a transfer learning based tinyml approach towards disease detection
Original
Jayaprakash, V., Rajagopal, M. K., et al · 2023
Cited alongside, same era.
P4 multispectral - dji
Dji
Cited in the paper.
Makesense ai tool for annotation
Makesense
Cited in the paper.
Roboflow: go from raw images to a trained computer vision model in minutes
Roboflow
Cited in the paper.

Cadi ai - cashew disease identification with artificial intelligence, May 2023
KaraAgroAI · 2023
Closest in time.
Ccmt: Dataset for crop pest and disease detection
Mensah, P. K., Akoto-Adjepong, V., Adu, K., Ayidzoe, M. A., Bediako, E. A., Nyarko-Boateng, O., Boateng, S., Donkor, E. F., Bawah, F. U., Awarayi, N. S., et al · 2023
Closest in time.
Data models for dataset drift controls in machine learning with optical images
Oala, L., Aversa, M., Nobis, G., Willis, K., Neuenschwander, Y., Buck, M., Matek, C., Extermann, J., Pomarico, E., Samek, W., Murray-Smith, R., Clausen, C., and Sanguinetti, B · 2023
Closest in time.