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MNASNet05

Image Classification
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ONNX
backbone
android
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@@ -1,7 +1,4 @@
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  ---
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- datasets:
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- - imagenet-1k
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- - imagenet-22k
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  library_name: pytorch
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  license: bsd-3-clause
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  pipeline_tag: image-classification
@@ -38,27 +35,29 @@ 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 - 2 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 | 0.825 ms | 0 - 21 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 | 0.751 ms | 0 - 5 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 | 0.533 ms | 0 - 50 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 | 0.581 ms | 1 - 17 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 | 0.572 ms | 0 - 53 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.755 ms | 0 - 3 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.757 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.756 ms | 0 - 72 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.763 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.752 ms | 0 - 24 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.764 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.759 ms | 0 - 1 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.766 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.026 ms | 0 - 52 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.12 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.507 ms | 0 - 22 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 | 0.56 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.573 ms | 0 - 23 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.932 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.824 ms | 7 - 7 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
 
 
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@@ -123,7 +122,7 @@ 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, 2]
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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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  ---
 
 
 
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  library_name: pytorch
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  license: bsd-3-clause
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  pipeline_tag: image-classification
 
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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 | 0.756 ms | 0 - 1 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 | 0.823 ms | 1 - 5 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 | 0.757 ms | 0 - 7 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 | 0.508 ms | 0 - 49 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 | 0.555 ms | 0 - 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 | 0.548 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 | 0.508 ms | 0 - 21 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 | 0.577 ms | 0 - 12 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.472 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 - 1 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.763 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.758 ms | 0 - 17 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.77 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.752 ms | 0 - 9 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.771 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.758 ms | 0 - 2 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.76 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.458 ms | 0 - 22 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.538 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.031 ms | 0 - 51 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 | 0.914 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.813 ms | 6 - 6 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, 1]
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  Total # Ops : 71
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  Compute Unit(s) : NPU (71 ops)
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  ```