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MNASNet05

Image Classification
PyTorch
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ONNX
backbone
android
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@@ -35,30 +35,31 @@ More details on model performance across various devices, can be found
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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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- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.759 ms | 0 - 42 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.824 ms | 0 - 164 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
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- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.771 ms | 0 - 2 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.51 ms | 0 - 10 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.563 ms | 0 - 13 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
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- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.555 ms | 0 - 53 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.512 ms | 0 - 11 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.555 ms | 0 - 12 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.564 ms | 0 - 23 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.757 ms | 0 - 55 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.76 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.829 ms | 0 - 12 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA7255P ADP | SA7255P | QNN | 11.045 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.759 ms | 0 - 32 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.767 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.468 ms | 0 - 10 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.64 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.76 ms | 0 - 109 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.764 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.351 ms | 0 - 10 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.504 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.039 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.107 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.902 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
 
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@@ -123,7 +124,7 @@ MNASNet05
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.8
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- Estimated peak memory usage (MB): [0, 42]
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  Total # Ops : 71
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  Compute Unit(s) : NPU (71 ops)
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  ```
 
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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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+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.76 ms | 0 - 175 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.818 ms | 1 - 32 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
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+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.743 ms | 0 - 151 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.511 ms | 0 - 20 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.561 ms | 1 - 18 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
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+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.541 ms | 0 - 53 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.417 ms | 0 - 14 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.582 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.566 ms | 0 - 23 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.753 ms | 0 - 31 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.767 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.855 ms | 0 - 14 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA7255P ADP | SA7255P | QNN | 11.087 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.759 ms | 0 - 4 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.765 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.434 ms | 0 - 10 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.541 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.754 ms | 0 - 31 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.762 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.333 ms | 0 - 15 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.509 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.043 ms | 0 - 22 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.104 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.904 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.823 ms | 7 - 7 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.8
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+ Estimated peak memory usage (MB): [0, 175]
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  Total # Ops : 71
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  Compute Unit(s) : NPU (71 ops)
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  ```