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YOLOv8-Detection-Quantized

Object Detection
PyTorch
TF Lite
real_time
quantized
android
Model card Files Community
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@@ -33,31 +33,30 @@ More details on model performance accross various devices, can be found [here](h
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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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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.917 ms | 0 - 103 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.315 ms | 0 - 10 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.282 ms | 0 - 27 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.528 ms | 0 - 31 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.247 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.527 ms | 0 - 25 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.661 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.951 ms | 1 - 9 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 46.671 ms | 3 - 24 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.91 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.014 ms | 1 - 3 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 11.803 ms | 0 - 21 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 12.102 ms | 1 - 8 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.931 ms | 0 - 9 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.007 ms | 1 - 2 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.828 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 3.105 ms | 1 - 7 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.929 ms | 0 - 6 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.087 ms | 1 - 2 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.876 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 3.089 ms | 1 - 7 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.133 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.53 ms | 1 - 35 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.285 ms | 1 - 1 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 67.321 ms | 25 - 25 MB | INT8 | 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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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.93 ms | 0 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.286 ms | 1 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.288 ms | 0 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.539 ms | 1 - 38 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.21 ms | 0 - 26 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.281 ms | 1 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.618 ms | 0 - 33 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.098 ms | 0 - 7 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 46.544 ms | 3 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.918 ms | 0 - 40 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.07 ms | 1 - 2 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 11.779 ms | 0 - 25 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 12.097 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.92 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.063 ms | 2 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.842 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 3.088 ms | 1 - 7 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.915 ms | 0 - 52 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.071 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.881 ms | 0 - 26 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 3.102 ms | 1 - 7 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.139 ms | 0 - 32 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.519 ms | 1 - 39 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.323 ms | 1 - 1 MB | INT8 | NPU | -- |
 
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