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qualcomm
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Yolo-v5

Object Detection
PyTorch
real_time
android
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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (2) hide show
  1. LICENSE +2 -0
  2. README.md +19 -18
LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ The license of the original trained model can be found at https://github.com/ultralytics/yolov5?tab=AGPL-3.0-1-ov-file#readme.
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+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found at https://github.com/ultralytics/yolov5?tab=AGPL-3.0-1-ov-file#readme.
README.md CHANGED
@@ -28,7 +28,8 @@ This model is an implementation of Yolo-v5 found [here](https://github.com/ultra
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  - Model checkpoint: YoloV5-M
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  - Input resolution: 640x640
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  - Number of parameters: 21.2M
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- - Model size: 81.1 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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  |---|---|---|---|---|---|---|---|---|
@@ -42,27 +43,27 @@ This model is an implementation of Yolo-v5 found [here](https://github.com/ultra
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  | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 24.754 ms | 0 - 128 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.313 ms | 1 - 23 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 20.694 ms | 5 - 42 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 23.271 ms | 1 - 128 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.744 ms | 0 - 142 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 15.396 ms | 5 - 146 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 17.976 ms | 5 - 150 MB | NPU | -- |
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  | Yolo-v5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 13.676 ms | 5 - 134 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.377 ms | 7 - 138 MB | NPU | -- |
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  | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 23.176 ms | 5 - 5 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.936 ms | 39 - 39 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 24.939 ms | 2 - 78 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 16.209 ms | 2 - 84 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 11.831 ms | 2 - 25 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 12.367 ms | 2 - 78 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 55.463 ms | 2 - 84 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 11.786 ms | 2 - 26 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 17.749 ms | 0 - 72 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 7.868 ms | 2 - 98 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 12.155 ms | 2 - 245 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 6.793 ms | 2 - 99 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.553 ms | 2 - 206 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 13.493 ms | 6 - 6 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.59 ms | 20 - 20 MB | NPU | -- |
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  - Model checkpoint: YoloV5-M
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  - Input resolution: 640x640
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  - Number of parameters: 21.2M
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+ - Model size (float): 81.1 MB
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+ - Model size (w8a16): 21.8 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-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 24.754 ms | 0 - 128 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.313 ms | 1 - 23 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 20.694 ms | 5 - 42 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 23.106 ms | 2 - 111 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.744 ms | 0 - 142 MB | NPU | -- |
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  | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 15.396 ms | 5 - 146 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 17.563 ms | 4 - 149 MB | NPU | -- |
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  | Yolo-v5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 13.676 ms | 5 - 134 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 16.023 ms | 5 - 139 MB | NPU | -- |
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  | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 23.176 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.753 ms | 38 - 38 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 24.684 ms | 2 - 73 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 16.243 ms | 2 - 85 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 11.84 ms | 2 - 26 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 12.209 ms | 2 - 75 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 55.451 ms | 2 - 83 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 11.785 ms | 2 - 25 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 17.564 ms | 0 - 72 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 7.89 ms | 2 - 87 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.914 ms | 1 - 247 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 6.721 ms | 2 - 102 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.48 ms | 2 - 206 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 13.575 ms | 6 - 6 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.708 ms | 20 - 20 MB | NPU | -- |
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