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YOLOv8-Detection-Quantized

Object Detection
PyTorch
real_time
quantized
android
Model card Files Community
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@@ -30,41 +30,42 @@ This model is an implementation of YOLOv8-Detection-Quantized found [here](https
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  - Input resolution: 640x640
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  - Number of parameters: 3.18M
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  - Model size: 3.26 MB
 
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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 | 1.516 ms | 0 - 12 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.572 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.483 ms | 0 - 17 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.994 ms | 0 - 30 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.031 ms | 1 - 19 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.78 ms | 1 - 44 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.772 ms | 0 - 28 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.07 ms | 1 - 28 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.485 ms | 0 - 38 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 10.96 ms | 0 - 20 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 10.996 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.511 ms | 0 - 13 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.574 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.37 ms | 0 - 27 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.352 ms | 1 - 16 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.551 ms | 0 - 13 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.57 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.301 ms | 0 - 21 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.352 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.685 ms | 0 - 28 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.606 ms | 1 - 12 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 48.326 ms | 2 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.96 ms | 0 - 20 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.996 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.51 ms | 0 - 13 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.572 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.301 ms | 0 - 21 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.352 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.689 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.923 ms | 1 - 29 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.788 ms | 1 - 1 MB | INT8 | NPU | -- |
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- | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.792 ms | 2 - 2 MB | INT8 | NPU | -- |
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  - Input resolution: 640x640
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  - Number of parameters: 3.18M
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  - Model size: 3.26 MB
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+ - Precision: w8a8 (8-bit weights, 8-bit activations)
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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 | 1.508 ms | 0 - 14 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.56 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.207 ms | 1 - 17 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.998 ms | 0 - 33 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.016 ms | 1 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.693 ms | 1 - 44 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.917 ms | 0 - 25 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.053 ms | 1 - 24 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.208 ms | 1 - 37 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 10.965 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 10.902 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.513 ms | 0 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.575 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.356 ms | 0 - 24 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.328 ms | 0 - 18 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.508 ms | 0 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.562 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.283 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.325 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.708 ms | 0 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.382 ms | 1 - 19 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 50.333 ms | 2 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.965 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.902 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.508 ms | 0 - 14 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.566 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.283 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.325 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.791 ms | 0 - 35 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.075 ms | 1 - 35 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.774 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.96 ms | 2 - 2 MB | INT8 | NPU | -- |
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