Real-time object detection · runs entirely in your browser
Detection at the edge
This YOLO26 detector is NMS-free and trained on dense retail shelves. It counts products without sending a frame off this device. There is no upload, server, or API. The page runs the same ONNX graph locally with WebGPU.
0.572mAP@50-95
640²input
NMS-FREEend-to-end head
SKU-110K~150 objects / image
Initialising detector
connecting…
PICK A SHELF BELOW · OR DROP AN IMAGE
DETECTION RUNS ON-DEVICE
DETECTION RUNS ON-DEVICE
Inference latencyidle
—ms
Throughput
—fps
Objects
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The image never leaves your machine. Preprocessing, inference, and box decoding all happen
in this browser tab through WebGPU.