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Yolo-v7

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: gpl-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 Yolo-v7 found [here](https://github.com/WongK
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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: YoloV7 Tiny
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  - Input resolution: 640x640
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  - Number of parameters: 6.39M
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- - Model size: 24.4 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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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.411 ms | 1 - 15 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 10.119 ms | 5 - 22 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 10.38 ms | 1 - 50 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.878 ms | 0 - 39 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.876 ms | 5 - 57 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.019 ms | 5 - 70 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 10.716 ms | 1 - 31 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.115 ms | 5 - 48 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.269 ms | 7 - 61 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA7255P ADP | SA7255P | TFLITE | 109.718 ms | 0 - 23 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA7255P ADP | SA7255P | QNN | 99.089 ms | 4 - 14 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.654 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 9.253 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 22.309 ms | 0 - 29 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 12.313 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.544 ms | 1 - 12 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 9.221 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 22.14 ms | 1 - 24 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 13.15 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 109.718 ms | 0 - 23 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 99.089 ms | 4 - 14 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.407 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 9.175 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 22.14 ms | 1 - 24 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 13.15 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.915 ms | 1 - 41 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.906 ms | 5 - 37 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.825 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.48 ms | 9 - 9 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
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26
+ - **Model Type:** Model_use_case.object_detection
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  - **Model Stats:**
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  - Model checkpoint: YoloV7 Tiny
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  - Input resolution: 640x640
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  - Number of parameters: 6.39M
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+ - Model size (float): 24.4 MB
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+ - Model size (w8a8): 6.23 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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+ | Yolo-v7 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 34.832 ms | 1 - 24 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 23.753 ms | 1 - 10 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 20.982 ms | 1 - 42 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 12.616 ms | 5 - 41 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 17.428 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 9.049 ms | 5 - 7 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 18.75 ms | 1 - 26 MB | NPU | -- |
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+ | Yolo-v7 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 11.06 ms | 2 - 16 MB | NPU | -- |
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+ | Yolo-v7 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 34.832 ms | 1 - 24 MB | NPU | -- |
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+ | Yolo-v7 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 23.753 ms | 1 - 10 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 17.687 ms | 0 - 12 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 9.177 ms | 5 - 7 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.325 ms | 1 - 30 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 12.284 ms | 0 - 18 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 17.558 ms | 0 - 12 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 9.15 ms | 5 - 7 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 18.75 ms | 1 - 26 MB | NPU | -- |
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+ | Yolo-v7 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 11.06 ms | 2 - 16 MB | NPU | -- |
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+ | Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 17.604 ms | 1 - 13 MB | NPU | -- |
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+ | Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.987 ms | 5 - 20 MB | NPU | -- |
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+ | Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 10.577 ms | 2 - 51 MB | NPU | -- |
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+ | Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.773 ms | 1 - 39 MB | NPU | -- |
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+ | Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 6.446 ms | 5 - 60 MB | NPU | -- |
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+ | Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.267 ms | 3 - 66 MB | NPU | -- |
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+ | Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 12.399 ms | 1 - 26 MB | NPU | -- |
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+ | Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 5.17 ms | 5 - 54 MB | NPU | -- |
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+ | Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.988 ms | 7 - 61 MB | NPU | -- |
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+ | Yolo-v7 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.669 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-v7 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.492 ms | 8 - 8 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 23.334 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 13.937 ms | 2 - 52 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 12.619 ms | 2 - 13 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 13.276 ms | 1 - 15 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 28.953 ms | 2 - 14 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 23.334 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 12.678 ms | 2 - 4 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 11.824 ms | 0 - 17 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 12.698 ms | 2 - 4 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 13.276 ms | 1 - 15 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 12.717 ms | 2 - 13 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.469 ms | 0 - 32 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 8.527 ms | 2 - 45 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.825 ms | 3 - 72 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 6.679 ms | 2 - 43 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.422 ms | 1 - 64 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.278 ms | 2 - 2 MB | NPU | -- |
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+ | Yolo-v7 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.439 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.358 ms | 0 - 22 MB | NPU | -- |
84
+ | Yolo-v7 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 5.527 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.113 ms | 0 - 40 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.176 ms | 1 - 41 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.524 ms | 0 - 28 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.757 ms | 1 - 4 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.944 ms | 0 - 24 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.218 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 9.819 ms | 0 - 35 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 7.895 ms | 1 - 13 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 53.895 ms | 15 - 60 MB | GPU | -- |
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+ | Yolo-v7 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.358 ms | 0 - 22 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 5.527 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.547 ms | 0 - 28 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.76 ms | 1 - 3 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.831 ms | 0 - 25 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.326 ms | 1 - 19 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.534 ms | 0 - 29 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.755 ms | 2 - 4 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.944 ms | 0 - 24 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.218 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.543 ms | 0 - 30 MB | NPU | -- |
105
+ | Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.769 ms | 1 - 18 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.055 ms | 0 - 30 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.694 ms | 0 - 38 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.77 ms | 1 - 41 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.869 ms | 0 - 68 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.37 ms | 0 - 28 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.929 ms | 1 - 30 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.562 ms | 1 - 60 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.165 ms | 1 - 1 MB | NPU | -- |
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+ | Yolo-v7 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.508 ms | 5 - 5 MB | NPU | -- |
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