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Yolo-v6

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: gpl-3.0
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  tags:
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  - real_time
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  - android
@@ -23,44 +23,94 @@ This model is an implementation of Yolo-v6 found [here](https://github.com/meitu
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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: YoloV6-N
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  - Input resolution: 640x640
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  - Number of parameters: 4.68M
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  - Model size: 17.9 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-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 10.657 ms | 0 - 9 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.675 ms | 5 - 17 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.507 ms | 5 - 37 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 7.294 ms | 0 - 49 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.962 ms | 5 - 48 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.222 ms | 5 - 70 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.206 ms | 0 - 43 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.214 ms | 5 - 39 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.302 ms | 5 - 55 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA7255P ADP | SA7255P | TFLITE | 85.024 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA7255P ADP | SA7255P | QNN | 78.113 ms | 2 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10.574 ms | 0 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.6 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8295P ADP | SA8295P | TFLITE | 13.93 ms | 0 - 29 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8295P ADP | SA8295P | QNN | 7.081 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10.602 ms | 0 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.746 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8775P ADP | SA8775P | TFLITE | 14.1 ms | 0 - 37 MB | FP16 | NPU | -- |
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- | Yolo-v6 | SA8775P ADP | SA8775P | QNN | 7.424 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 85.024 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 78.113 ms | 2 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10.491 ms | 0 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.538 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 14.1 ms | 0 - 37 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 7.424 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.048 ms | 0 - 39 MB | FP16 | NPU | -- |
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- | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.726 ms | 5 - 32 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.842 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.095 ms | 7 - 7 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: YoloV6-N
29
  - Input resolution: 640x640
30
  - Number of parameters: 4.68M
31
  - Model size: 17.9 MB
32
 
33
+ | 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-v6 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 21.875 ms | 0 - 38 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.838 ms | 0 - 10 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 12.665 ms | 0 - 42 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 7.833 ms | 5 - 37 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.479 ms | 0 - 10 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.51 ms | 5 - 15 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.346 ms | 0 - 39 MB | NPU | -- |
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+ | Yolo-v6 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.3 ms | 1 - 15 MB | NPU | -- |
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+ | Yolo-v6 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 21.875 ms | 0 - 38 MB | NPU | -- |
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+ | Yolo-v6 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.838 ms | 0 - 10 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 10.656 ms | 0 - 9 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.525 ms | 5 - 8 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.816 ms | 0 - 29 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.08 ms | 0 - 18 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 10.816 ms | 0 - 9 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.479 ms | 5 - 8 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.346 ms | 0 - 39 MB | NPU | -- |
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+ | Yolo-v6 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.3 ms | 1 - 15 MB | NPU | -- |
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+ | Yolo-v6 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 10.62 ms | 0 - 12 MB | NPU | -- |
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+ | Yolo-v6 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.515 ms | 5 - 20 MB | NPU | -- |
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+ | Yolo-v6 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.561 ms | 1 - 36 MB | NPU | -- |
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+ | Yolo-v6 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.238 ms | 0 - 52 MB | NPU | -- |
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+ | Yolo-v6 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.175 ms | 5 - 50 MB | NPU | -- |
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+ | Yolo-v6 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.089 ms | 5 - 65 MB | NPU | -- |
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+ | Yolo-v6 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.212 ms | 0 - 43 MB | NPU | -- |
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+ | Yolo-v6 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.894 ms | 5 - 45 MB | NPU | -- |
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+ | Yolo-v6 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.293 ms | 5 - 55 MB | NPU | -- |
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+ | Yolo-v6 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.814 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-v6 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.019 ms | 7 - 7 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.802 ms | 0 - 9 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.723 ms | 2 - 34 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.899 ms | 2 - 6 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.51 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 7.923 ms | 2 - 16 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.802 ms | 0 - 9 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.963 ms | 3 - 5 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.939 ms | 0 - 20 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.952 ms | 2 - 5 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.51 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.934 ms | 2 - 11 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.674 ms | 0 - 33 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.302 ms | 2 - 38 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.724 ms | 3 - 76 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.215 ms | 2 - 31 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.878 ms | 1 - 67 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.134 ms | 2 - 2 MB | NPU | -- |
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+ | Yolo-v6 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.25 ms | 3 - 3 MB | NPU | -- |
82
+ | Yolo-v6 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.517 ms | 0 - 20 MB | NPU | -- |
83
+ | Yolo-v6 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.164 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.384 ms | 0 - 31 MB | NPU | -- |
85
+ | Yolo-v6 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.862 ms | 1 - 34 MB | NPU | -- |
86
+ | Yolo-v6 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.077 ms | 0 - 27 MB | NPU | -- |
87
+ | Yolo-v6 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.361 ms | 1 - 5 MB | NPU | -- |
88
+ | Yolo-v6 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.479 ms | 0 - 22 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.652 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.54 ms | 0 - 31 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.601 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 34.085 ms | 3 - 12 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.517 ms | 0 - 20 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.164 ms | 1 - 11 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.097 ms | 0 - 27 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.357 ms | 1 - 4 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.982 ms | 0 - 24 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.336 ms | 1 - 21 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.068 ms | 0 - 27 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.358 ms | 1 - 13 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.479 ms | 0 - 22 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.652 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.073 ms | 0 - 10 MB | NPU | -- |
104
+ | Yolo-v6 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.36 ms | 0 - 26 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.171 ms | 0 - 33 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.393 ms | 0 - 34 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.943 ms | 1 - 34 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.239 ms | 0 - 68 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.327 ms | 0 - 26 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.839 ms | 1 - 30 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.115 ms | 1 - 60 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.527 ms | 1 - 1 MB | NPU | -- |
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+ | Yolo-v6 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.582 ms | 4 - 4 MB | NPU | -- |
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