UAV Drone (DJI) @ 15-25m altitude, RGB Imagery: 15000-3160px, 12MP Dataset: 469 images

Challenge: Non-green (burgundy, purple) plants

Step 1: Multi-Channel Color Segmentation

Step 2: Multi-Temporal Data Tuning and Stage Spot Sorting

Step 3: Iterative Object Fragmentation and Segmentation

CSIC Optimized Color Feature Extraction and Analysis

RGB Filter Network for Fine Texture and Scale Analysis

Plant Filtering and Quality Thresholding

CSC SVS AMI 4 Metrics

COABE PASS (423 images) OXMRO Enlistings (223 images) Weighted Extrapolation (90 hrs - 70 min) All Metrics = Threshold? (CLIP visual features) DESFLY Autoreliability (10%) MANUAL REVIEW Required Weighted Extrapolation 83 hrs - 70 min

Benchmark Comparison - Biosecurity (Trained on bird video) - 7bs evaluation (6h/les - 70 min) KEY FINDING: Competitive performance without expensive annotations

YOUR METHOD (Classical CV) - No learning needed - 8 sorting needed - 5 segment - 5 sec/image - interpretable - interpretable

YOUR SAM2 (Deep Learning) - Active detectors - Vision-based feature extraction - Zoom Rate - 27.5s Scan - Auto complete - Frequent handling - Direct usage

KEY FINDING: - JSSN Metrics per Image - Visualizations (7 Stages) - Aggregate Statistics Report - Pass/fail Deployment Decision - Production Deployment Package ready for PRODUCTION USE