Field Image Processing Requirements

Target release

Jun 30, 2024 Type // to add a target release date

Document status

DRAFT

Document owner

@Matthew Kutugata

Tech lead

@Matthew Kutugata @Boscosylvester John (Unlicensed)

Technical writers

@Navjot Singh

QA

@Maria Laura Cangiano

Goal and Objectives

The primary goal is to extract detailed vegetation segments from field images. These images include additional tools like gray mats and color cards to enhance the accuracy of segmentation. The segments extracted are intended to be used directly for detailed analysis or to create synthetic image data, facilitating diverse machine learning tasks.

  1. Report on the current status of the dataset

  2. Process Backlog

  3. Continuously Monitor and Process

Images Sample Examples

Weeds

Cover crops

Cash Crops

Key Features

Feature

Description

Feature

Description

Reporting

 

Color correction

 

Semi-Automatic

 

image quality classification

 

Verify label accuracy

 

Validation

Timeline

26-Feb202404-Mar11-Mar18-Mar25-Mar01-Apr08-Apr15-Apr22-Apr29-Apr06-May13-May20-May27-May03-Jun10-Jun17-Jun24-Jun01-Jul08-Jul15-Jul22-Jul29-Jul05-Aug12-Aug19-Aug26-Aug02-Sep09-Sep16-Sep23-Sep30-Sep
Data Exploration
Reporting
PIpeline

organzie data backlog

backup data

reporting metrics and format

develop processing workflow

create "quality" dataset

train and implement "data quality" classifier

 Outputs

ID

Requirement

Category

Description

Format

Notes

ID

Requirement

Category

Description

Format

Notes

A.1

weed semantic mask

dataset

 

PNG

 

A.2

cover crop semantic mask

dataset 

 

PNG

 

A.3

cash crop semantic mask

dataset

 

PNG

 

A.4

bounding box detection

dataset

 

JSON key/value pair

identify format (consider yolo)

A.5

Metadata

dataset

contains various metadata

JSON

 

B.5

Report

Monitoring

 

PNG/CSV

 

A.6

image content tags

dataset

tags in metadata for whether the image contains a gray mat, color correction card, or has a plain background

JSON key/value pair

 

 Open Questions

Question

Answer

Date Answered

Question

Answer

Date Answered

 Out of Scope

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