row detection and soil color for agricultural robot guidance

36
Soil Color Detection For Autonomous Agriculture Robot

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Page 1: Row Detection and Soil Color for Agricultural Robot Guidance

Soil Color DetectionFor Autonomous Agriculture Robot

Page 2: Row Detection and Soil Color for Agricultural Robot Guidance

Motivation

Page 3: Row Detection and Soil Color for Agricultural Robot Guidance
Page 4: Row Detection and Soil Color for Agricultural Robot Guidance
Page 5: Row Detection and Soil Color for Agricultural Robot Guidance

Row Detection

Page 6: Row Detection and Soil Color for Agricultural Robot Guidance

Variable field-of-view machine vision based row guidance of an agricultural

robot

Page 7: Row Detection and Soil Color for Agricultural Robot Guidance
Page 8: Row Detection and Soil Color for Agricultural Robot Guidance
Page 9: Row Detection and Soil Color for Agricultural Robot Guidance
Page 10: Row Detection and Soil Color for Agricultural Robot Guidance

Single Row

They are not mention about specific color segmentation binarization and delineation. Morphological Opening to denoise.

Good for Mobile robot running in inner space.

Page 11: Row Detection and Soil Color for Agricultural Robot Guidance

Machine Vision-based Guidance System for Agricultural Grain Harvesters using

Cut-edge Detection

Page 12: Row Detection and Soil Color for Agricultural Robot Guidance
Page 13: Row Detection and Soil Color for Agricultural Robot Guidance
Page 14: Row Detection and Soil Color for Agricultural Robot Guidance

Single Row

Detect shadow by histogram and adaptive to light condition then use edge detection on histogram.

Good for Harvest Indestry running over the plant.

Page 15: Row Detection and Soil Color for Agricultural Robot Guidance

A vision based row detection system for sugar beet

Page 16: Row Detection and Soil Color for Agricultural Robot Guidance
Page 17: Row Detection and Soil Color for Agricultural Robot Guidance
Page 18: Row Detection and Soil Color for Agricultural Robot Guidance

Multi Rows

Enhance contrast and convert to 2g-r-b color space gray scale. Use Hough Transform to delineation. Fixed segmentation on image applied.

Good for Mobile robot running over the plant.

Page 19: Row Detection and Soil Color for Agricultural Robot Guidance

Vision-Based Row Detection Algorithms Evaluation for Weeding Cultivator

Guidance in Lentil

Page 20: Row Detection and Soil Color for Agricultural Robot Guidance
Page 21: Row Detection and Soil Color for Agricultural Robot Guidance
Page 22: Row Detection and Soil Color for Agricultural Robot Guidance

Single Row

Enhance contrast and convert to 2g-r-b color space gray scale.

Apply binarized(Otsu) image to Hough Transform and Sobel Edge Detection.

Apply Gray scale image to Center of Gravity.

Good for Mobile Robot running over plant

Page 23: Row Detection and Soil Color for Agricultural Robot Guidance

Automatic segmentation of relevant textures in agricultural images

Page 24: Row Detection and Soil Color for Agricultural Robot Guidance
Page 25: Row Detection and Soil Color for Agricultural Robot Guidance
Page 26: Row Detection and Soil Color for Agricultural Robot Guidance
Page 27: Row Detection and Soil Color for Agricultural Robot Guidance

Multi Rows

Focus on image thresholding based on three color component of agricultural images

Good for any kind of agricultural robot.

Page 28: Row Detection and Soil Color for Agricultural Robot Guidance

MULTI-CROP-ROW DETECTION BASED ON STRI ANALYSIS

Page 29: Row Detection and Soil Color for Agricultural Robot Guidance
Page 30: Row Detection and Soil Color for Agricultural Robot Guidance

Multi Rows

Enhance contrast and convert to 2g-r-b color space mean gray scale.

Close Operation to smooth boundary and fill hole.

Good for Drone and Mobile robon running over plant.

Page 31: Row Detection and Soil Color for Agricultural Robot Guidance

An Efficient Crop Row Detection Method for Agriculture Robots

Page 32: Row Detection and Soil Color for Agricultural Robot Guidance
Page 33: Row Detection and Soil Color for Agricultural Robot Guidance
Page 34: Row Detection and Soil Color for Agricultural Robot Guidance

Multi Rows

Only otsu binarization is specific but apply efficient corp row detection with out Hough Transform, Edging, Center point.

Good for harvest industry and drone running over plant

Page 35: Row Detection and Soil Color for Agricultural Robot Guidance

My IDEA

Page 36: Row Detection and Soil Color for Agricultural Robot Guidance