|
| Author | Crop | Disease | Model used | Accuracy |
|
| Yong Zhong and Ming Zhao | Apple | All disease | DenseNet-121 | 93.71% |
| Miaomio Ji et al. | Grape | Black rot, esca, and isariopsis leaf spot | CNN | 99.17% (validation) and 98.57% (testing) |
| Sinan Uguz and Nese Uysal | Olive | Aculus olearius and olive peacock spot diseases | VGG-16 and VGG-19 | 95% |
| Junde Chen et al. | Plants | Common | MobileNet-V2 | 99.85% (public data set) and 99.11% (collected data set) |
| Y.A. Nanehkaran et al. | Plants | Common | CNN + LAB | 75.59% |
| Shreya Ghosal et al. | Rice | Leaf blast, leaf blight, and brown spot | VGG-16 | 92.46% |
| Marwan Adnan Jasim et al. | Tomato, pepper, and potato | Common | CNN | 98.29% (training) and 98.029% (testing) |
| Junde Chen et al. | Plants | Common | VGGNet + ImageNet | 91.83% and 92% |
| Md. Rasel Howlader et al. | Guava | Whitefly, algal leaf spot, and rust | D-CNN | 98.74% |
| Uday Pratap Singh et al. | Mango | Anthracnose | MCNN | 97.13% |
| Geetharamani G. and Arun Pandian | Plants | Common | D-CNN | 96.46% |
| Md. Zahid Hasan et al. | Jute | Chlorosis and yellow mosaic | CNN | 96% |
| Sijiang Huang et al. | Plants | Common | U-Net and ResNet | 98.07% (classification) and 87.45% (recognition) |
| S. Santhana Hari et al. | Plants | Common | CNN | 86% |
| Sammy V. Militante et al. | Plants | Common | CNN | 96.5% |
| Mercelin Francis and C. Deisy | Apple and tomato | Common | CNN | 87% |
| Jayme Garcia Arnal Barbedo | Plants | Common | CNN | 87% |
| Md. Helal Sheikh et al. | Maize and peach | Gray leaf spot corn, common rust corn, and bacterial spot peach | CNN | 99.28% |
| Mehmet Metin Ozguven and Kemal Adem | Sugar beet | Low, severe, and low and severe | Faster R-CNN | 95.48% |
| Malik Hashmat Shadab et al. | Sugarcane | Cercospora leaf spot, helminthosporium leaf spot, rust, red rot, and yellow leaf disease | YOLO + FR-CNN | 93.20% |
| Radhamadhab dalai and Kishore Kumar Senapati | Plants | Bacterial canker, gray mold, blossom end rot, and whitefly | R-CNN | 75.43%, 67.85%, 72.13%, and 49.87% |
| A.S.M. Farhan Al Haque et al. | Guava | Anthracnose, fruit rot, and fruit canker | CNN | 95.61% |
| Sukhvir Kaur et al. | Plants | Common | Machine learning | — |
| Siddharth Singh Chouhan et al. | Plants | Common | BRBFNN | 89% |
| Huu Quan Cap et al. | Plants | Common | CNN | 78% |
| Robert G. de Luna et al. | Tomato | Phoma rot, leaf miner, and target spot | FR-CNN | 91.67% |
| Rutu Gandhi et al. | Plants | Common | CNN + GANs | — |
| Konstantinos P. Feretinos | Plants | Common | VGG | 99.53% |
| K.R. Aravind et al. | Maize | Cercospora leaf spot, common rust, and leaf blight | SVM | 83.7% |
| Edna Chebet Too et al. | Plants | Common | DenseNet | 99.75% |
| Halil Durmus et al. | Tomato | Yellow leaf curl, bacterial spot, early blight, late blight, leaf mold, Septoria leaf spot, spider mites, target spot, and mosaic virus | AlexNet and SqueezeNet | 95.65% and 94.3% |
| Usama Mokhtar et al. | Tomato | Powdery mildew and early bright | SVM | 99.5% |
|
