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YOLOv10-Detection

Object Detection
PyTorch
real_time
android
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@@ -1,6 +1,6 @@
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  ---
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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 +23,80 @@ This model is an implementation of YOLOv10-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: YOLOv10-N
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  - Input resolution: 640x640
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  - Number of parameters: 2.3M
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  - Model size: 11.4 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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- | YOLOv10-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.188 ms | 0 - 9 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.762 ms | 5 - 16 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.556 ms | 5 - 27 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.48 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.369 ms | 5 - 45 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.71 ms | 0 - 56 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.302 ms | 0 - 32 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.177 ms | 5 - 39 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.933 ms | 2 - 44 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA7255P ADP | SA7255P | TFLITE | 62.83 ms | 0 - 27 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA7255P ADP | SA7255P | QNN | 59.562 ms | 4 - 14 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.2 ms | 0 - 11 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.334 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8295P ADP | SA8295P | TFLITE | 10.528 ms | 0 - 26 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8295P ADP | SA8295P | QNN | 8.579 ms | 2 - 19 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.19 ms | 0 - 8 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.321 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8775P ADP | SA8775P | TFLITE | 8.969 ms | 0 - 26 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | SA8775P ADP | SA8775P | QNN | 6.739 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 62.83 ms | 0 - 27 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 59.562 ms | 4 - 14 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.14 ms | 0 - 8 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.262 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 8.969 ms | 0 - 26 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.739 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.585 ms | 0 - 41 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.097 ms | 5 - 39 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.753 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | YOLOv10-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.896 ms | 5 - 5 MB | FP16 | NPU | -- |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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1
  ---
2
  library_name: pytorch
3
+ license: other
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  tags:
5
  - real_time
6
  - android
 
23
 
24
  ### Model Details
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26
+ - **Model Type:** Model_use_case.object_detection
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  - **Model Stats:**
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  - Model checkpoint: YOLOv10-N
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  - Input resolution: 640x640
30
  - Number of parameters: 2.3M
31
  - Model size: 11.4 MB
32
 
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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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+ | YOLOv10-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.685 ms | 0 - 27 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.222 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.499 ms | 0 - 39 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 8.135 ms | 5 - 35 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.131 ms | 0 - 9 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.262 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.504 ms | 0 - 28 MB | NPU | -- |
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+ | YOLOv10-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.651 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.685 ms | 0 - 27 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.222 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.19 ms | 0 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.306 ms | 6 - 8 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.538 ms | 0 - 26 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 8.548 ms | 0 - 18 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.139 ms | 0 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.321 ms | 6 - 8 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.504 ms | 0 - 28 MB | NPU | -- |
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+ | YOLOv10-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.651 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.125 ms | 0 - 10 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.279 ms | 6 - 19 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.649 ms | 7 - 33 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.472 ms | 0 - 39 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.04 ms | 5 - 43 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.691 ms | 1 - 59 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.32 ms | 0 - 34 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.293 ms | 5 - 42 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.502 ms | 5 - 46 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.707 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv10-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.949 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.539 ms | 2 - 39 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.216 ms | 2 - 80 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.837 ms | 2 - 77 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.311 ms | 2 - 2 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.731 ms | 0 - 21 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.665 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.14 ms | 0 - 33 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.32 ms | 1 - 34 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.832 ms | 0 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.816 ms | 1 - 5 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.298 ms | 0 - 23 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.275 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.16 ms | 0 - 29 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.977 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 67.037 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.731 ms | 0 - 21 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.665 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.824 ms | 0 - 12 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.83 ms | 1 - 4 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.693 ms | 0 - 24 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.667 ms | 1 - 19 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.826 ms | 0 - 12 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.825 ms | 0 - 2 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.298 ms | 0 - 23 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.275 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.823 ms | 0 - 13 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.832 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.988 ms | 0 - 30 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.21 ms | 0 - 38 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.22 ms | 1 - 33 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.983 ms | 1 - 75 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.118 ms | 0 - 33 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.891 ms | 1 - 32 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.884 ms | 0 - 70 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.082 ms | 1 - 1 MB | NPU | -- |
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+ | YOLOv10-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.14 ms | 0 - 0 MB | NPU | -- |
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