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MNASNet05

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
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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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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ 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 | 0.76 ms | 0 - 32 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 | 0.828 ms | 0 - 33 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 | 0.74 ms | 0 - 23 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 - 28 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 | 0.558 ms | 1 - 26 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 | 0.516 ms | 0 - 32 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 | 0.42 ms | 0 - 19 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 | 0.559 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.574 ms | 1 - 20 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.756 ms | 0 - 42 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.761 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.728 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 | 10.96 ms | 1 - 10 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 | 0.759 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.444 ms | 0 - 18 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.724 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.758 ms | 0 - 22 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 - 3 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.333 ms | 0 - 14 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.547 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.047 ms | 0 - 18 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.142 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
 
 
 
 
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  | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.908 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.816 ms | 7 - 7 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
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  tags:
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  - backbone
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  - android
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+ pipeline_tag: image-classification
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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 | 0.757 ms | 0 - 32 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 | 0.766 ms | 1 - 3 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 - 20 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 - 23 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 | 0.515 ms | 0 - 19 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 | 0.549 ms | 0 - 27 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 | 0.56 ms | 0 - 20 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 | 0.557 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.553 ms | 1 - 21 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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+ | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.724 ms | 0 - 11 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA7255P ADP | SA7255P | QNN | 10.945 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.762 ms | 0 - 42 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.76 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.43 ms | 0 - 13 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.53 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8650 (Proxy) | SA8650P 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.769 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.347 ms | 0 - 11 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.471 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.724 ms | 0 - 11 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.945 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.76 ms | 0 - 33 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 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.347 ms | 0 - 11 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
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+ | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.471 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.047 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 | 1.125 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
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  | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.908 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.804 ms | 7 - 7 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
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