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Yolo-v7-Quantized

Object Detection
PyTorch
real_time
quantized
android
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@@ -27,46 +27,47 @@ This model is an implementation of Yolo-v7-Quantized found [here](https://github
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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: 720p (720x1280)
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  - Number of parameters: 6.24M
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  - Model size: 6.23 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.473 ms | 0 - 10 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.53 ms | 0 - 10 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.26 ms | 0 - 54 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.912 ms | 0 - 44 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.665 ms | 1 - 62 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.266 ms | 1 - 102 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.495 ms | 0 - 40 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.232 ms | 0 - 54 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.483 ms | 1 - 90 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 12.291 ms | 0 - 53 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 14.715 ms | 1 - 13 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 52.459 ms | 15 - 53 MB | INT8 | GPU | -- |
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  | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.477 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.107 ms | 1 - 5 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.824 ms | 0 - 32 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA7255P ADP | SA7255P | QNN | 19.883 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.451 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.138 ms | 0 - 2 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.145 ms | 0 - 41 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8295P ADP | SA8295P | QNN | 6.21 ms | 1 - 16 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.467 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.153 ms | 1 - 3 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8775P ADP | SA8775P | TFLITE | 6.244 ms | 0 - 32 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8775P ADP | SA8775P | QNN | 5.814 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.969 ms | 0 - 43 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.98 ms | 1 - 63 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.419 ms | 1 - 1 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.933 ms | 8 - 8 MB | INT8 | NPU | -- |
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  ## License
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- * The license for the original implementation of Yolo-v7-Quantized can be found [here](https://github.com/WongKinYiu/yolov7/blob/main/LICENSE.md).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://github.com/WongKinYiu/yolov7/blob/main/LICENSE.md)
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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: 6.24M
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  - Model size: 6.23 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.48 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.432 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.272 ms | 0 - 51 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.905 ms | 0 - 45 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.584 ms | 1 - 58 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.207 ms | 1 - 101 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.99 ms | 0 - 40 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.157 ms | 1 - 55 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.641 ms | 1 - 93 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 11.977 ms | 0 - 54 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 14.834 ms | 1 - 13 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 56.215 ms | 15 - 54 MB | INT8 | GPU | -- |
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  | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.477 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.431 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.699 ms | 0 - 32 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA7255P ADP | SA7255P | QNN | 20.071 ms | 1 - 10 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.467 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.448 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.163 ms | 0 - 41 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8295P ADP | SA8295P | QNN | 6.018 ms | 1 - 15 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.462 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.49 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8775P ADP | SA8775P | TFLITE | 6.197 ms | 0 - 32 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8775P ADP | SA8775P | QNN | 6.464 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.152 ms | 0 - 48 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.085 ms | 1 - 62 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.895 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.031 ms | 8 - 8 MB | INT8 | NPU | -- |
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  ## License
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+ * The license for the original implementation of Yolo-v7-Quantized can be found
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+ [here](https://github.com/WongKinYiu/yolov7/blob/main/LICENSE.md).
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  * The license for the compiled assets for on-device deployment can be found [here](https://github.com/WongKinYiu/yolov7/blob/main/LICENSE.md)
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