Current and future applications of statistical machine learning algorithms for agricultural machine vision systems

TU Rehman, MS Mahmud, YK Chang, J Jin… - … and electronics in …, 2019 - Elsevier
With being rapid increasing population in worldwide, the need for satisfactory level of crop
production with decreased amount of agricultural lands. Machine vision would ensure the …

Color image segmentation with genetic algorithm for in-field weed sensing

L Tang, L Tian, BL Steward - Transactions of the ASAE, 2000 - elibrary.asabe.org
This study was undertaken to develop machine vision-based weed detection technology for
outdoor natural lighting conditions. Supervised color image segmentation using a binary …

[PDF][PDF] Inter and intra row Weeders: A review

PR Balas, JM Makavana, P Mohnot… - Current Journal of …, 2022 - researchgate.net
One of the most important agriculture operations is to properly manage weeds. Weed
management is a tedious task. If weeds aren't effectively controlled, it will negatively affect …

Classification of broadleaf and grass weeds using Gabor wavelets and an artificial neural network

L Tang, L Tian, BL Steward - Transactions of the ASAE, 2003 - elibrary.asabe.org
A texturebased weed classification method was developed. The method consisted of a
lowlevel Gaborwaveletsbased feature extraction algorithm and a highlevel neural …

Corn plant sensing using real‐time stereo vision

J Jin, L Tang - Journal of Field Robotics, 2009 - Wiley Online Library
Though some two‐dimensional (2D) machine vision–based systems for early‐growth‐stage
corn plant sensing exist, some of their shortcomings are difficult to overcome. The greatest …

Colour based detection of volunteer potatoes as weeds in sugar beet fields using machine vision

AT Nieuwenhuizen, L Tang, JW Hofstee, J Müller… - Precision …, 2007 - Springer
The possible spread of late blight from volunteer potato plants requires the removal of these
plants from arable fields. Because of high labour, energy, and chemical demands, a method …

Performance evaluation of an automated detection and control system for volunteer potatoes in sugar beet fields

AT Nieuwenhuizen, JW Hofstee, EJ Van Henten - Biosystems Engineering, 2010 - Elsevier
Incomplete control of volunteer potato plants causes a high environmental load through
increased crop protection chemical usage in potato cropping. A joint effort of industry, policy …

Distance–based control system for machine vision–based selective spraying

BL Steward, LF Tian, L Tang - Transactions of the ASAE, 2002 - elibrary.asabe.org
For effective operation of a selective sprayer with realtime local weed sensing, herbicides
must be deliveredaccurately to weed targets in the field. With a machine visionbased …

Weed recognition based on erosion and dilation segmentation algorithm

MH Siddiqi, I Ahmad… - … Conference on Education …, 2009 - ieeexplore.ieee.org
Farmer needs alternatives for weed control due to the desire to reduce chemicals used in
farming. However, conventional mechanical cultivation cannot selectively remove weeds …

Plant identification in mosaicked crop row images for automatic emerged corn plant spacing measurement

L Tang, LF Tian - Transactions of the ASABE, 2008 - elibrary.asabe.org
Image processing algorithms for individual corn plant and plant stem center identification
were developed. These algorithms were applied to mosaicked crop row image for …