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Yolo-NAS

Object Detection
PyTorch
real_time
android
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@@ -32,35 +32,35 @@ This model is an implementation of Yolo-NAS found [here](https://github.com/Deci
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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- | Yolo-NAS | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.695 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.909 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 8.918 ms | 1 - 64 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.197 ms | 0 - 61 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.419 ms | 5 - 24 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.025 ms | 4 - 56 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 5.304 ms | 0 - 47 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.403 ms | 5 - 33 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.894 ms | 4 - 40 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA7255P ADP | SA7255P | TFLITE | 220.428 ms | 0 - 42 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA7255P ADP | SA7255P | QNN | 219.093 ms | 1 - 8 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.699 ms | 0 - 21 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.984 ms | 6 - 9 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8295P ADP | SA8295P | TFLITE | 12.544 ms | 0 - 45 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8295P ADP | SA8295P | QNN | 12.906 ms | 0 - 14 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.674 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.993 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8775P ADP | SA8775P | TFLITE | 13.966 ms | 0 - 44 MB | FP16 | NPU | -- |
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- | Yolo-NAS | SA8775P ADP | SA8775P | QNN | 14.341 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 220.428 ms | 0 - 42 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 219.093 ms | 1 - 8 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.698 ms | 0 - 17 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.933 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 13.966 ms | 0 - 44 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 14.341 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 10.711 ms | 0 - 61 MB | FP16 | NPU | -- |
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- | Yolo-NAS | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.055 ms | 5 - 39 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.518 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | Yolo-NAS | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.066 ms | 21 - 21 MB | FP16 | NPU | -- |
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Yolo-NAS | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.9 ms | 0 - 19 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.291 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 8.833 ms | 0 - 77 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.345 ms | 0 - 62 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.44 ms | 5 - 23 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.971 ms | 2 - 55 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 5.431 ms | 0 - 46 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.288 ms | 5 - 31 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.985 ms | 5 - 39 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA7255P ADP | SA7255P | TFLITE | 220.694 ms | 0 - 43 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA7255P ADP | SA7255P | QNN | 218.0 ms | 1 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.877 ms | 0 - 21 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8255 (Proxy) | SA8255P Proxy | QNN | 8.341 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8295P ADP | SA8295P | TFLITE | 12.74 ms | 0 - 42 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8295P ADP | SA8295P | QNN | 12.799 ms | 0 - 18 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.973 ms | 0 - 20 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8650 (Proxy) | SA8650P Proxy | QNN | 8.335 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8775P ADP | SA8775P | TFLITE | 14.238 ms | 0 - 42 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | SA8775P ADP | SA8775P | QNN | 14.008 ms | 0 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 220.694 ms | 0 - 43 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 218.0 ms | 1 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.893 ms | 0 - 19 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.248 ms | 3 - 6 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 14.238 ms | 0 - 42 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 14.008 ms | 0 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 11.039 ms | 0 - 58 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.474 ms | 5 - 38 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.542 ms | 5 - 5 MB | FP16 | NPU | -- |
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+ | Yolo-NAS | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.049 ms | 20 - 20 MB | FP16 | NPU | -- |
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