Extensive experimental results demonstrate that the method proposed in this paper can extract robust features from complex non-balanced disease datasets and effectively carry out the classification of cassava leaf disease. Cassava leaves, specifically, are lower in calories and known to assist in digestion. Meanwhile, the extracted feature maps are visualized and analyzed by gradient-weighted class activation map (Grad_CAM) and 2D T-SNE, which provides interpretability for the final classification results. Around 84 of them comes from carbs, while the rest come from protein and fat ().One serving also provides some fiber. Compared to the Xception, VGG16 Inception-v3, ResNet-50, and DenseNet121 models, the proposed method achieves performance improvements of 3.05%, 2.62%, 3.13%, 2.12%, and 2.62% in recognition accuracy, respectively. A 3.5-ounce (100-gram) serving of cooked cassava root contains 191 calories. Set of cassava leaves isolated on white background, tropical plant leaf vector illustration design. In addition, a novel loss function called focal angular margin penalty softmax loss (FAMP-Softmax) is proposed, which can guide the model to learn strict classification boundaries while fighting the unbalanced nature of the cassava leaf disease dataset. Cassava leaves with red petioles on blurred background. To solve the above problems, this paper introduces a transformer structure into the cassava leaf disease classification task for the first time and proposes a transformer-embedded ResNet (T-RNet) model, which enhances the focus on the target region by modeling global information and suppressing the interference of background noise. Take it over to the sink and run cold water over it to rinse away any sand or grit. Open a 1.1 lb (0.50 kg) package of pounded cassava leaves that you've thawed and put them into a fine-mesh strainer. Authentic Liberian Cuisine, Phoenix Picture: Cassava leaf and rice every Wednesday - Check out Tripadvisor members 15 candid photos and videos of Authentic. Heat the mixture for 1015 minutes, then add a little salt and at least 40ml of. Put thawed cassava leaves into a strainer and rinse them with cold water.
However, the existing convolutional neural network (CNN) for cassava leaf disease classification is easily affected by environmental background noise, which makes the CNN unable to extract robust features of cassava leaf disease. Place in a pan with just enough water to cover the ground cassava leaves. Green Cassava Leaf Icon Vector Logo Template Illustration Design. Cassava is a typical staple food in the tropics, and cassava leaf disease can cause massive yield reductions in cassava, resulting in substantial economic losses and a lack of staple foods. Green Cassava Leaf Icon in flat style isolated on white background.
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