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    yolo-nas

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    Models & Detection
    ·26 min read Advanced

    YOLO-NAS Strikes Back: Still the Fastest Detector on Hardware You Already Own

    Quantized to INT8, YOLO-NAS-S runs at 201 FPS on a laptop CPU and gives up 0.4 AP on COCO for it, and it drops straight into Frigate. The model aged well; its tooling did not. Here is a clean reimplementation, measured across CPU, Intel iGPU and NVIDIA dGPU, and checked bit-for-bit against the original.

    object-detectionyolo-nasedge-aiquantization
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    Edge Deployment
    ·29 min read Advanced

    RF-DETR vs YOLO-NAS: A Practical Benchmark for Edge Deployment: CPU, GPU, and Intel iGPU Compared

    RF-DETR Nano vs YOLO-NAS-S on COCO across CPU, CUDA GPU, and Intel Iris Xe iGPU, across two resolutions, OpenVINO FP32/FP16/INT8, and a custom fine-tune, all under one consistent evaluation. RF-DETR wins accuracy; YOLO-NAS wins latency, efficiency, and INT8.

    object-detectionopenvinoIntelSoftwareInnovatorquantization
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