#Object Detection
Machine Learning Primer
September 5, 2026
Object Detection & Semantic Segmentation Primer — Reading "What Is Where" From an Image
Object Detection draws boxes around things; Semantic Segmentation colors in every pixel by meaning. From the difference between the two, through Instance and Panoptic Segmentation, the lineage from R-CNN to YOLO, DETR and DINO, all the way to their 3D point-cloud counterparts — a systematic tour of the fundamentals of scene understanding.
Fundamentals · 14 min Machine Learning Primer September 4, 2026YOLO11 Explained in Depth — What Did C3k2 and C2PSA Change from YOLOv8?
Break down Ultralytics YOLO11 using official documentation and primary sources: C3k2, C2PSA, anchor-free detection, DFL/CIoU losses, and measured benchmarks for n/s/m/l/x.
Fundamentals · 11 min
Technology Trends
August 2, 2026
Technology Trends in Object Detection
The YOLO family moving toward NMS-free designs, and transformer-based detectors like RF-DETR, which broke 60 mAP on COCO. Surveying the state of object detection in 2026, all the way to open-vocabulary detection driven by nothing but a text prompt.
Trends · 6 min