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Yolo-v7-Quantized

Object Detection
PyTorch
real_time
quantized
android
Model card Files Community
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@@ -30,27 +30,42 @@ This model is an implementation of Yolo-v7-Quantized found [here](https://github
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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 | 2.47 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.293 ms | 0 - 23 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.679 ms | 0 - 32 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.273 ms | 2 - 68 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.639 ms | 0 - 33 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.733 ms | 1 - 57 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA7255P ADP | SA7255P | TFLITE | 16.581 ms | 0 - 20 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.472 ms | 0 - 29 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8295P ADP | SA8295P | TFLITE | 3.839 ms | 0 - 27 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.473 ms | 0 - 30 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8775P ADP | SA8775P | TFLITE | 3.49 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 10.072 ms | 0 - 31 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 58.745 ms | 15 - 53 MB | INT8 | GPU | -- |
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- | Yolo-v7-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 16.581 ms | 0 - 20 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.471 ms | 0 - 31 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.49 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.055 ms | 0 - 42 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.136 ms | 5 - 5 MB | INT8 | NPU | -- |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+ - Precision: w8a8 (8-bit weights, 8-bit activations)
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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 | 2.503 ms | 0 - 28 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.75 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.219 ms | 0 - 24 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.695 ms | 0 - 44 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.827 ms | 1 - 18 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.758 ms | 1 - 68 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.658 ms | 0 - 25 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.183 ms | 1 - 26 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.583 ms | 0 - 56 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA7255P ADP | SA7255P | TFLITE | 16.484 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA7255P ADP | SA7255P | QNN | 16.192 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.498 ms | 0 - 29 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.75 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8295P ADP | SA8295P | TFLITE | 3.823 ms | 0 - 26 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8295P ADP | SA8295P | QNN | 4.324 ms | 1 - 19 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.501 ms | 0 - 29 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.739 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8775P ADP | SA8775P | TFLITE | 3.552 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8775P ADP | SA8775P | QNN | 3.898 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 10.192 ms | 0 - 33 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 7.898 ms | 1 - 15 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 59.37 ms | 15 - 53 MB | INT8 | GPU | -- |
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+ | Yolo-v7-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 16.484 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 16.192 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.492 ms | 0 - 29 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.745 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.552 ms | 0 - 21 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.898 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.134 ms | 0 - 40 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.869 ms | 1 - 38 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.122 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.847 ms | 6 - 6 MB | INT8 | NPU | -- |
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