Concepedia

A comparative study of fine-tuning deep learning models for plant disease identification

Edna C. Too, Yujian Li, Sam Njuki, Yingchun Liu

Computers and Electronics in Agriculture · 2018 · 1.3K citations · 15 references

Concepts

AgriculturePlant PathologyPlant SciencesMachine LearningPlant Disease DiagnosisPlant Disease ManagementDisease DetectionDisease DiagnosisPathogen RecognitionPlant Disease ResistanceCrop Disease ClassificationDeep Learning-based DiagnosisDeep Learning-based IdentificationFine-tuningLeaf Symptom RecognitionMachine Learning For Plant IdentificationPlant Pathogen Identification

References

15

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

Very Deep Convolutional Networks for Large-Scale Image Recognition

Karen Simonyan, Andrew Zisserman · arXiv (Cornell University) · 2014 · 75.5K citations · Full text

Computing, Computer Science, Computer Vision +11

Gradient-based learning applied to document recognition

Yann LeCun, Léon Bottou, Yoshua Bengio et al. · Proceedings of the IEEE · 1998 · 58.2K citations · Full text

Computing, Computer Science, Computer Vision +14

Densely Connected Convolutional Networks

Gao Huang, Zhuang Liu, Laurens van der Maaten et al. · 2017 · 44.7K citations

Computing, Computer Science, Computer Vision +10

Rethinking the Inception Architecture for Computer Vision

Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe et al. · 2016 · 30.9K citations

Computing, Computer Science, Computer Vision +13