https://romanhrabkov.me/tags/cv/ Recent content in CV on Roman Hrabkov Hugo en-US Sun, 15 Jun 2025 00:00:00 +0000 https://romanhrabkov.me/projects/aerial-imagery-object-detection/ Sun, 15 Jun 2025 00:00:00 +0000 https://romanhrabkov.me/projects/aerial-imagery-object-detection/ 01. The Challenge High-resolution aerial and drone imagery presents significant computer vision challenges due to extreme object scale variance, dense clustering, occlusions, and diverse lighting conditions across geographic regions. The objective was to evaluate, benchmark, and optimize modern deep learning object detection models (YOLOv8 variants) to perform real-time inference on geospatial datasets with minimal false positives. 02. Vision Pipeline Flow cv_pipeline_flow.svg [ Raw Aerial Imagery (GeoTIFF) ]             │   [ Slicing & Data Augmentation (SAHI) ]