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YOLOv8-Detection-Quantized

Object Detection
PyTorch
TF Lite
real_time
quantized
android
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@@ -33,40 +33,41 @@ This model is an implementation of YOLOv8-Detection-Quantized found [here](https
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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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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.926 ms | 0 - 10 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.3 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.477 ms | 0 - 30 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.296 ms | 0 - 31 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.538 ms | 1 - 42 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.542 ms | 12 - 67 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.244 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.512 ms | 0 - 37 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.164 ms | 1 - 50 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.694 ms | 0 - 30 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.105 ms | 1 - 13 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 49.93 ms | 3 - 12 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.913 ms | 0 - 9 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.058 ms | 1 - 5 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 11.821 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 12.162 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.915 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.084 ms | 1 - 3 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.836 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 3.192 ms | 1 - 16 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.926 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.088 ms | 1 - 3 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.86 ms | 0 - 21 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 3.126 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.164 ms | 0 - 36 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.471 ms | 1 - 38 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.324 ms | 1 - 1 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.845 ms | 5 - 5 MB | INT8 | NPU | -- |
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  ## License
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- * The license for the original implementation of YOLOv8-Detection-Quantized can be found [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE)
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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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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.909 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.279 ms | 1 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.413 ms | 0 - 31 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.286 ms | 0 - 28 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.532 ms | 1 - 41 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.534 ms | 1 - 55 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.214 ms | 0 - 28 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.476 ms | 1 - 32 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.064 ms | 0 - 49 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.743 ms | 0 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.967 ms | 1 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 49.035 ms | 3 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.921 ms | 0 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.038 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 11.668 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 12.004 ms | 1 - 10 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.919 ms | 0 - 6 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.036 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.833 ms | 0 - 29 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 3.225 ms | 1 - 16 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.911 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.036 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.871 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 3.109 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.123 ms | 0 - 34 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.556 ms | 1 - 34 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.29 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.772 ms | 5 - 5 MB | INT8 | NPU | -- |
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  ## License
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+ * The license for the original implementation of YOLOv8-Detection-Quantized can be found
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+ [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE)
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