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Plant diseases are considered one of the main factors influencing food production and minimize losses in production, and it is essential that crop diseases have fast detection and recognition. The recent expansion of deep learning methods…

计算机视觉与模式识别 · 计算机科学 2020-09-10 Andre S. Abade , Paulo Afonso Ferreira , Flavio de Barros Vidal

In the last decades, the area under cultivation of maize products has increased because of its essential role in the food cycle for humans, livestock, and poultry. Moreover, the diseases of plants impact food safety and can significantly…

计算机视觉与模式识别 · 计算机科学 2022-05-10 Saeedeh Osouli , Behrouz Bolourian Haghighi , Ehsan Sadrossadat

This study evaluates the efficacy of three deep learning architectures: ResNet50, MobileNetV2, and EfficientNetB0 for automated plant species classification based on leaf venation patterns, a critical morphological feature with high…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Bandita Bharadwaj , Ankur Mishra , Saurav Bharadwaj

Crop diseases are a major threat to food security, but their rapid identification remains difficult in many parts of the world due to the lack of the necessary infrastructure. The combination of increasing global smartphone penetration and…

计算机视觉与模式识别 · 计算机科学 2016-04-18 Sharada Prasanna Mohanty , David Hughes , Marcel Salathe

Tea leaf diseases are a major challenge to agricultural productivity, with far-reaching implications for yield and quality in the tea industry. The rise of machine learning has enabled the development of innovative approaches to combat…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Faruk Ahmed , Md. Taimur Ahad , Yousuf Rayhan Emon

Chinese herbs play a critical role in Traditional Chinese Medicine. Due to different recognition granularity, they can be recognized accurately only by professionals with much experience. It is expected that they can be recognized…

计算机视觉与模式识别 · 计算机科学 2020-05-14 Yingxue Xu , Guihua Wen , Yang Hu , Mingnan Luo , Dan Dai , Yishan Zhuang , Wendy Hall

Agriculture is an essential industry in the both society and economy of a country. However, the pests and diseases cause a great amount of reduction in agricultural production while there is not sufficient guidance for farmers to avoid this…

计算机视觉与模式识别 · 计算机科学 2021-07-28 Daping Zhang , Hongyu Yang , Jiayu Cao

Understanding emotions in the Indonesian language is essential for improving customer experiences in e-commerce. This study focuses on enhancing the accuracy of emotion classification in Indonesian by leveraging advanced language models,…

计算与语言 · 计算机科学 2025-09-19 William Christian , Daniel Adamlu , Adrian Yu , Derwin Suhartono

Precision weed management offers a promising solution for sustainable cropping systems through the use of chemical-reduced/non-chemical robotic weeding techniques, which apply suitable control tactics to individual weeds. Therefore,…

计算机视觉与模式识别 · 计算机科学 2021-10-12 Dong Chen , Yuzhen Lu , Zhaojiang Li , Sierra Young

Mango is an important fruit crop in South Asia, but its cultivation is frequently hampered by leaf diseases that greatly impact yield and quality. This research examines the performance of five pre-trained convolutional neural networks,…

计算机视觉与模式识别 · 计算机科学 2025-10-08 Jalal Ahmmed , Faruk Ahmed , Rashedul Hasan Shohan , Md. Mahabub Rana , Mahdi Hasan

It is complicated to distinguish among thousands of plant species in the natural ecosystem, and many efforts have been investigated to address the issue. In Vietnam, the task of identifying one from 12,000 species requires specialized…

计算机视觉与模式识别 · 计算机科学 2020-05-07 Nguyen Van Hieu , Ngo Le Huy Hien

Potato plants are plants that are beneficial to humans. Like other plants in general, potato plants also have diseases; if this disease is not treated immediately, there will be a significant decrease in food production. Therefore, it is…

计算机视觉与模式识别 · 计算机科学 2024-02-07 Rifqi Alfinnur Charisma , Faisal Dharma Adhinata

Deep learning is currently the most important branch of machine learning, with applications in speech recognition, computer vision, image classification, and medical imaging analysis. Plant recognition is one of the areas where image…

计算机视觉与模式识别 · 计算机科学 2022-09-08 Thiru Siddharth , Bhupendra Singh Kirar , Dheeraj Kumar Agrawal

Starches are important energy sources found in plants with many uses in the pharmaceutical industry such as binders, disintegrants, bulking agents in drugs and thus require very careful physicochemical analysis for proper identification and…

计算机视觉与模式识别 · 计算机科学 2023-05-10 Marvellous Ajala , Blessing Oko , David Oba-Fidelis , Joycelyn Iyasele , Joy I. Odimegwu

Plants, crops and their yields are essential to our very existence, but diseases and pests cause large losses every year. As such it is vital to ensure that diseases can be spotted early and treated accordingly and stopping the spread while…

计算机视觉与模式识别 · 计算机科学 2026-05-05 David J. Richter

Weed management plays an important role in many modern agricultural applications. Conventional weed control methods mainly rely on chemical herbicides or hand weeding, which are often cost-ineffective, environmentally unfriendly, or even…

计算机视觉与模式识别 · 计算机科学 2022-10-19 Dong Chen , Xinda Qi , Yu Zheng , Yuzhen Lu , Zhaojian Li

Herbaria worldwide are housing a treasure of 100s of millions of herbarium specimens, which are increasingly being digitized in recent years and thereby made more easily accessible to the scientific community. At the same time, deep…

种群与进化 · 定量生物学 2018-03-22 Sohaib Younis , Claus Weiland , Robert Hoehndorf , Stefan Dressler , Thomas Hickler , Bernhard Seeger , Marco Schmidt

Early and precise diagnosis of diseases in plants can help to develop an early treatment technique. Plant diseases degrade both the quantity and quality of crops, thus posing a threat to food security and resulting in huge economic losses.…

图像与视频处理 · 电气工程与系统科学 2022-08-17 Bhavya Jain , Sasikumar Periyasamy

This paper studies convolutional neural networks (CNN) to learn unsupervised feature representations for 44 different plant species, collected at the Royal Botanic Gardens, Kew, England. To gain intuition on the chosen features from the CNN…

计算机视觉与模式识别 · 计算机科学 2015-06-30 Sue Han Lee , Chee Seng Chan , Paul Wilkin , Paolo Remagnino

Plant leaf diseases pose a significant danger to food security and they cause depletion in quality and volume of production. Therefore accurate and timely detection of leaf disease is very important to check the loss of the crops and meet…

计算机视觉与模式识别 · 计算机科学 2021-07-13 Atul Sharma , Bulla Rajesh , Mohammed Javed