Quad-channel contrastive prototype networks for open-set recognition in domain-specific tasks

GAF Alfarisy, OA Malik, OW Hong - IEEE Access, 2023 - ieeexplore.ieee.org
A traditional deep neural network-based classifier assumes that only training classes appear
during testing in closed-world settings. In most real-world applications, an open-set …

CNN-based medicinal plant identification and classification using optimized SVM

HK Diwedi, A Misra, AK Tiwari - Multimedia Tools and Applications, 2024 - Springer
The exact and unfailing categorization of medicinal plants exceeds the capabilities of the
average individual because it necessitates in-depth subject expertise and physical detection …

An industrial-grade solution for agricultural image classification tasks

Y Peng, Y Wang - Computers and Electronics in Agriculture, 2021 - Elsevier
With artificial intelligence to promote the rapid development of precision agriculture, the
management and detection of agricultural resources through computer vision and deep …

[PDF][PDF] Identification of plant species through leaf vein morphometric and deep learning

A Atique, S Karim, S Shahid, Z Alamgir - Pak. J. Bot, 2022 - pakbs.org
Taxonomy language is challenging to comprehend and automated knowledge is required to
identify the plant species. The study focused on developing an improved deep neural …

Enhancing Bangladeshi Plants Classification Using Transfer Learning and CNN-Based Architecture

SMRH Nijhum, MM Rahman - 2024 6th International …, 2024 - ieeexplore.ieee.org
Driven by significant a dvancements in computer vision, image classification h as e ntered ar
evolutionary phase with improved accuracy and prospective applications. Nowadays …

A Deep Learning Approach for Herbal Plant Detection and Recognition

N Giridharan, RA Sulthana, R Mohanraj… - … on Applied Artificial …, 2024 - ieeexplore.ieee.org
In this research, TensorFlow, a powerful deep learning toolkit, is utilized in conjunction with
the Python programming language to conduct a comprehensive analysis of plant names and …

A Review of Plant Classification Using Deep Learning Models

A Karnan, R Ragupathy - International Conference on Smart Computing …, 2024 - Springer
Plant classification using deep learning models has witnessed significant progress in recent
years, contributing to advancements in agriculture, environmental monitoring, and …

Image-Based Crop Disease Detection using Machine Learning Approaches: A Survey

S Choudhary, B Saxena - International Journal of Performability …, 2023 - ijpe-online.com
Agriculture is a significant contributor in the global economy, as it is the key source of
income for about 50% of the global population. Statistics reveal that in the financial year …

Machine Learning based Identification of Spices: A Case Study of Chilli

S Naman, S Sharma, A Baldi - … American Journal of …, 2023 - actafarmbonaerense.com.ar
Chilli is one of the important spices and commonly adulterated for the economic gain.
Manual identification is time-taking, expensive and needs experience expert which are often …

Plant Identification Mobile Apps: Users' Difficulties and Impressions

PA BAWINGAN, EM MONTEVIRGEN Jr… - The Asian Journal of …, 2024 - jstage.jst.go.jp
In this study, four plant identification mobile apps, namely LeafSnap, PictureThis, Pl@ ntNet,
and PlantSnap, were tried by volunteer participants who are students, teachers, and plant …