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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: agpl-3.0
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  tags:
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  - real_time
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  - android
@@ -23,44 +23,95 @@ This model is an implementation of YOLOv8-Detection found [here](https://github.
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  ### Model Details
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- - **Model Type:** Object detection
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  - **Model Stats:**
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  - Model checkpoint: YOLOv8-N
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  - Input resolution: 640x640
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  - Number of parameters: 3.18M
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- - Model size: 12.2 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.826 ms | 0 - 13 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.472 ms | 5 - 16 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.425 ms | 5 - 31 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.21 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.157 ms | 5 - 45 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.546 ms | 2 - 56 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.395 ms | 0 - 34 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.431 ms | 5 - 39 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.029 ms | 1 - 38 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA7255P ADP | SA7255P | TFLITE | 71.971 ms | 0 - 27 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA7255P ADP | SA7255P | QNN | 69.017 ms | 4 - 13 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.851 ms | 0 - 12 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.139 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8295P ADP | SA8295P | TFLITE | 9.615 ms | 0 - 25 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8295P ADP | SA8295P | QNN | 7.728 ms | 1 - 19 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.788 ms | 0 - 14 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.026 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8775P ADP | SA8775P | TFLITE | 8.677 ms | 0 - 27 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8775P ADP | SA8775P | QNN | 6.624 ms | 0 - 10 MB | FP16 | NPU | -- |
54
- | YOLOv8-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 71.971 ms | 0 - 27 MB | FP16 | NPU | -- |
55
- | YOLOv8-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.017 ms | 4 - 13 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.795 ms | 0 - 15 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.043 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 8.677 ms | 0 - 27 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.624 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 8.925 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.237 ms | 5 - 34 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.458 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.093 ms | 5 - 5 MB | FP16 | NPU | -- |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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1
  ---
2
  library_name: pytorch
3
+ license: other
4
  tags:
5
  - real_time
6
  - android
 
23
 
24
  ### Model Details
25
 
26
+ - **Model Type:** Model_use_case.object_detection
27
  - **Model Stats:**
28
  - Model checkpoint: YOLOv8-N
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  - Input resolution: 640x640
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  - Number of parameters: 3.18M
31
+ - Model size (float): 12.2 MB
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+ - Model size (w8a8): 3.26 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.799 ms | 0 - 28 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.523 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.885 ms | 0 - 37 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.976 ms | 5 - 33 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 5.861 ms | 0 - 15 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.056 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.285 ms | 0 - 29 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.533 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.799 ms | 0 - 28 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.523 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 5.812 ms | 0 - 17 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.091 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.577 ms | 0 - 25 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.733 ms | 0 - 18 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 5.764 ms | 0 - 13 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.053 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.285 ms | 0 - 29 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.533 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 5.835 ms | 0 - 17 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.008 ms | 6 - 18 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.382 ms | 5 - 30 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.194 ms | 0 - 38 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.803 ms | 0 - 42 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.6 ms | 1 - 50 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.057 ms | 0 - 33 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.609 ms | 5 - 38 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.661 ms | 5 - 42 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.468 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.029 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 7.681 ms | 2 - 12 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.893 ms | 2 - 41 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.958 ms | 2 - 5 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.546 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 15.377 ms | 2 - 18 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 7.681 ms | 2 - 12 MB | NPU | -- |
71
+ | YOLOv8-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.934 ms | 2 - 4 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.194 ms | 0 - 18 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.937 ms | 6 - 8 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.546 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.944 ms | 2 - 14 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.216 ms | 3 - 23 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.606 ms | 2 - 45 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.718 ms | 0 - 47 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.267 ms | 2 - 39 MB | NPU | -- |
80
+ | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.431 ms | 2 - 47 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.347 ms | 2 - 2 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.609 ms | 1 - 1 MB | NPU | -- |
83
+ | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.356 ms | 0 - 20 MB | NPU | -- |
84
+ | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.348 ms | 1 - 11 MB | NPU | -- |
85
+ | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.828 ms | 1 - 31 MB | NPU | -- |
86
+ | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.033 ms | 1 - 33 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.515 ms | 0 - 13 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.574 ms | 1 - 3 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.915 ms | 0 - 22 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.963 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.7 ms | 0 - 30 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.767 ms | 1 - 15 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 45.826 ms | 3 - 12 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.356 ms | 0 - 20 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.348 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.505 ms | 0 - 12 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.576 ms | 1 - 3 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.363 ms | 0 - 23 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.336 ms | 0 - 20 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.524 ms | 0 - 13 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.579 ms | 1 - 3 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.915 ms | 0 - 22 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.963 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.503 ms | 0 - 12 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.592 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.848 ms | 0 - 17 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.0 ms | 0 - 30 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.04 ms | 1 - 35 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.159 ms | 0 - 47 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.771 ms | 1 - 29 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.896 ms | 1 - 30 MB | NPU | -- |
112
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.661 ms | 1 - 41 MB | NPU | -- |
113
+ | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.813 ms | 1 - 1 MB | NPU | -- |
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+ | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.58 ms | 0 - 0 MB | NPU | -- |
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