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YOLOv8-Detection-Quantized

Object Detection
PyTorch
real_time
quantized
android
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@@ -1,11 +1,11 @@
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  ---
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  library_name: pytorch
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  license: agpl-3.0
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- pipeline_tag: object-detection
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  tags:
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  - real_time
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  - quantized
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  - android
 
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  ---
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@@ -33,34 +33,38 @@ 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 | 1.909 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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1
  ---
2
  library_name: pytorch
3
  license: agpl-3.0
 
4
  tags:
5
  - real_time
6
  - quantized
7
  - android
8
+ pipeline_tag: object-detection
9
 
10
  ---
11
 
 
33
 
34
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
36
+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.926 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.007 ms | 0 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.403 ms | 0 - 25 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.286 ms | 0 - 33 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.436 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.582 ms | 1 - 56 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.213 ms | 0 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.479 ms | 1 - 35 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.576 ms | 0 - 46 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 11.745 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 12.005 ms | 1 - 9 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.91 ms | 0 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.006 ms | 0 - 2 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.81 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 3.317 ms | 1 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.914 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.01 ms | 0 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.86 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 3.133 ms | 1 - 8 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.805 ms | 0 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.511 ms | 1 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 49.652 ms | 3 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 11.745 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 12.005 ms | 1 - 9 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.92 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.013 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.86 ms | 0 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.133 ms | 1 - 8 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.106 ms | 0 - 31 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.517 ms | 1 - 33 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.304 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | YOLOv8-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.054 ms | 5 - 5 MB | INT8 | NPU | -- |
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