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Yolo-v7-Quantized

Object Detection
PyTorch
real_time
quantized
android
Model card Files Community
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@@ -33,32 +33,31 @@ More details on model performance accross various devices, can be found [here](h
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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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- | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.408 ms | 0 - 15 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.823 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.453 ms | 0 - 11 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.814 ms | 0 - 74 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.178 ms | 1 - 55 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.413 ms | 2 - 122 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.888 ms | 0 - 52 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.348 ms | 1 - 49 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.178 ms | 0 - 89 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 9.984 ms | 0 - 70 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 13.086 ms | 1 - 8 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 94.686 ms | 4 - 8 MB | INT8 | GPU | -- |
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- | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.356 ms | 0 - 2 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.739 ms | 1 - 2 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.376 ms | 0 - 3 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.771 ms | 1 - 3 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 4.381 ms | 0 - 144 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.78 ms | 1 - 3 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.398 ms | 0 - 2 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.761 ms | 1 - 2 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.058 ms | 0 - 53 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | SA8295P ADP | SA8295P | QNN | 5.157 ms | 1 - 7 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.031 ms | 0 - 78 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.638 ms | 1 - 58 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.153 ms | 1 - 1 MB | INT8 | NPU | -- |
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- | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.17 ms | 7 - 7 MB | INT8 | NPU | -- |
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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 | 4.52 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.293 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.907 ms | 0 - 40 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.528 ms | 1 - 58 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.507 ms | 0 - 34 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.731 ms | 1 - 51 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 12.195 ms | 0 - 52 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 14.177 ms | 1 - 9 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 53.225 ms | 10 - 39 MB | INT8 | GPU | -- |
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+ | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.484 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.388 ms | 1 - 2 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.799 ms | 0 - 32 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA7255P ADP | SA7255P | QNN | 19.506 ms | 1 - 6 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.516 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.443 ms | 1 - 2 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.117 ms | 0 - 34 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8295P ADP | SA8295P | QNN | 6.427 ms | 1 - 7 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.511 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.56 ms | 1 - 2 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8775P ADP | SA8775P | TFLITE | 6.15 ms | 0 - 32 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | SA8775P ADP | SA8775P | QNN | 6.093 ms | 1 - 7 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.162 ms | 0 - 46 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.034 ms | 1 - 58 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.808 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | Yolo-v7-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 163.503 ms | 58 - 58 MB | INT8 | NPU | -- |
 
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