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Grasslands are known for their high biodiversity and ability to provide multiple ecosystem services. Challenges in automating the identification of indicator plants are key obstacles to large-scale grassland monitoring. These challenges…

Explainable artificial intelligence (XAI) plays an indispensable role in demystifying the decision-making processes of AI, especially within the healthcare industry. Clinicians rely heavily on detailed reasoning when making a diagnosis,…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Anna Stubbin , Thompson Chyrikov , Jim Zhao , Christina Chajo

Coffee leaf rust, a foliar disease caused by the fungus Hemileia vastatrix, poses a major threat to coffee production, especially in Central America. Climate change further aggravates this issue, as it shortens the latency period between…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Angelly Cabrera , Kleanthis Avramidis , Shrikanth Narayanan

Recently, Machine Learning (ML) methods are built-in as an important component in many smart agriculture platforms. In this paper, we explore the new combination of advanced ML methods for creating a smart agriculture platform where farmers…

计算机视觉与模式识别 · 计算机科学 2024-09-10 Aswath Muthuselvam , S. Sowdeshwar , M. Saravanan , Satheesh K. Perepu

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

A new method of recognizing apple leaf diseases through region-of-interest-aware deep convolutional neural network is proposed in this paper. The primary idea is that leaf disease symptoms appear in the leaf area whereas the background…

计算机视觉与模式识别 · 计算机科学 2021-02-09 Hee-Jin Yu , Chang-Hwan Son

The agricultural sector is undergoing a transformation with the integration of advanced technologies, particularly in data-driven decision-making. This work proposes a federated learning framework for smart farming, aiming to develop a…

机器学习 · 计算机科学 2025-09-17 Ritesh Janga , Rushit Dave

This research introduces an advanced method for diagnosing diseases in sweet orange leaves by utilising advanced artificial intelligence models like YOLOv8 . Due to their significance as a vital agricultural product, sweet oranges encounter…

计算机视觉与模式识别 · 计算机科学 2024-09-11 Sabit Ahamed Preanto , Md. Taimur Ahad , Yousuf Rayhan Emon , Sumaya Mustofa , Md Alamin

Rice leaf diseases significantly reduce productivity and cause economic losses, highlighting the need for early detection to enable effective management and improve yields. This study proposes Artificial Neural Network (ANN)-based…

计算机视觉与模式识别 · 计算机科学 2025-07-04 Farida Siddiqi Prity , Mirza Raquib , Saydul Akbar Murad , Md. Jubayar Alam Rafi , Md. Khairul Bashar Bhuiyan , Anupam Kumar Bairagi

Betel leaf is an important crop because of its economic advantages and widespread use. Its betel vines are susceptible to a number of illnesses that are commonly referred to as betel leaf disease. Plant diseases are the largest threat to…

计算机视觉与模式识别 · 计算机科学 2025-10-01 Sumaiya Tabassum , Md. Faysal Ahamed

Plants are fundamentally important to life. Key research areas in plant science include plant species identification, weed classification using hyper spectral images, monitoring plant health and tracing leaf growth, and the semantic…

计算机视觉与模式识别 · 计算机科学 2020-09-15 K. K. Thyagharajan , I. Kiruba Raji

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

Sweet orange leaf diseases are significant to agricultural productivity. Leaf diseases impact fruit quality in the citrus industry. The apparition of machine learning makes the development of disease finder. Early detection and diagnosis…

计算机视觉与模式识别 · 计算机科学 2024-08-31 Yousuf Rayhan Emon , Md Golam Rabbani , Md. Taimur Ahad , Faruk Ahmed

The leaf area index determines crop health and growth. Traditional methods for calculating it are time-consuming, destructive, costly, and limited to a scale. In this study, we automate the index estimation method using drone image data of…

With increasing population the crisis of food is getting bigger day by day.In this time of crisis,the leaf disease of crops is the biggest problem in the food industry.In this paper, we have addressed that problem and proposed an efficient…

计算机视觉与模式识别 · 计算机科学 2021-05-18 Subhajit Maity , Sujan Sarkar , Avinaba Tapadar , Ayan Dutta , Sanket Biswas , Sayon Nayek , Pritam Saha

With the increasing availability of structured and unstructured data and the swift progress of analytical techniques, Artificial Intelligence (AI) is bringing a revolution to the healthcare industry. With the increasingly indispensable role…

机器学习 · 计算机科学 2020-11-09 Devam Dave , Het Naik , Smiti Singhal , Pankesh Patel

Crop failure owing to pests & diseases are inherent within Indian agriculture, leading to annual losses of 15 to 25% of productivity, resulting in a huge economic loss. This research analyzes the performance of various optimizers for…

计算机视觉与模式识别 · 计算机科学 2022-01-04 Shreyas Rajesh Labhsetwar , Soumya Haridas , Riyali Panmand , Rutuja Deshpande , Piyush Arvind Kolte , Sandhya Pati

Pests and diseases pose a key challenge to passion fruit farmers across Uganda and East Africa in general. They lead to loss of investment as yields reduce and losses increases. As the majority of the farmers, including passion fruit…

Rice is considered a strategic crop in Egypt as it is regularly consumed in the Egyptian people's diet. Even though Egypt is the highest rice producer in Africa with a share of 6 million tons per year, it still imports rice to satisfy its…

计算机视觉与模式识别 · 计算机科学 2023-09-13 Yara Ali Alnaggar , Ahmad Sebaq , Karim Amer , ElSayed Naeem , Mohamed Elhelw

A staple food in more than a hundred nations worldwide is rice (Oryza sativa). The cultivation of rice is vital to global economic growth. However, the main issue facing the agricultural industry is rice leaf disease. The quality and…

计算机视觉与模式识别 · 计算机科学 2022-09-07 Md Ershadul Haque , Ashikur Rahman , Iftekhar Junaeid , Samiul Ul Hoque , Manoranjan Paul