tiled-inference

🔍 PCB component detection with YOLO26 on full-resolution tiled boards — locator (mAP50 0.81) + 13-class typer (IC 0.83) + explainable Random-Forest refiner. 108k annotations, weights + Colab notebooks included.

ShelfSight: retail shelf product detection built at Hackology II. COCO-to-YOLO data prep, YOLO and RT-DETR training, tiled inference with ensembling, COCO-format predictions and local scoring. Public release without the competition data.

Code and experiment records for MARIVISION: a Deformable DETR + ConvNeXt-B detector for the SeaClips maritime benchmark, with native-resolution window training and 17-view inference. No dataset files or weights.

A C++/ONNX Runtime for high-resolution semantic segmentation on one GPU. Calibrates batch throughput against available VRAM, runs tiled inference, restores source coordinates, and reports end-to-end latency and memory.

Point-based evaluation for the Aerial Elephant Dataset. AED ships point annotations only, so every bounding box is invented - IoU mAP ends up measuring your size assumption as much as your detector. Tolerance-in-metres matching, GSD-adaptive box synthesis, and a measured account of an AP-integration bug worth +0.107 mAP.

A polygon-space post-processing stage for merging tiled instance segmentation of high-resolution geospatial imagery