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Shufflenet-v2Quantized

Image Classification
PyTorch
LiteRT
ONNX
quantized
android
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@@ -1,10 +1,10 @@
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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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  - quantized
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  - android
 
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  ---
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@@ -35,34 +35,38 @@ 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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- | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.633 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.593 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.so](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.so) |
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- | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.351 ms | 0 - 38 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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- | Shufflenet-v2Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.443 ms | 0 - 27 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.428 ms | 0 - 20 MB | INT8 | NPU | [Shufflenet-v2Quantized.so](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.so) |
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- | Shufflenet-v2Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.142 ms | 1 - 245 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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- | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.391 ms | 0 - 18 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.464 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.323 ms | 0 - 233 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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- | Shufflenet-v2Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.896 ms | 0 - 15 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.189 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 10.567 ms | 0 - 6 MB | FP32 | CPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.633 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.538 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA7255P ADP | SA7255P | TFLITE | 1.49 ms | 0 - 11 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | SA7255P ADP | SA7255P | QNN | 1.58 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.634 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.534 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA8295P ADP | SA8295P | TFLITE | 0.994 ms | 0 - 17 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | SA8295P ADP | SA8295P | QNN | 1.218 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.631 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.532 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA8775P ADP | SA8775P | TFLITE | 1.039 ms | 0 - 12 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | SA8775P ADP | SA8775P | QNN | 1.049 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.695 ms | 0 - 18 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.632 ms | 0 - 23 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.665 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.951 ms | 8 - 8 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
 
 
 
 
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1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - quantized
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
10
 
 
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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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+ | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.626 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.532 ms | 0 - 2 MB | INT8 | NPU | [Shufflenet-v2Quantized.so](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.so) |
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+ | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.355 ms | 0 - 30 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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+ | Shufflenet-v2Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.448 ms | 0 - 23 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.388 ms | 0 - 15 MB | INT8 | NPU | [Shufflenet-v2Quantized.so](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.so) |
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+ | Shufflenet-v2Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.069 ms | 1 - 245 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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+ | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.392 ms | 0 - 18 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.459 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.043 ms | 0 - 232 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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+ | Shufflenet-v2Quantized | SA7255P ADP | SA7255P | TFLITE | 1.475 ms | 0 - 11 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | SA7255P ADP | SA7255P | QNN | 1.624 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.625 ms | 0 - 4 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.533 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8295P ADP | SA8295P | TFLITE | 0.993 ms | 0 - 12 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | SA8295P ADP | SA8295P | QNN | 0.99 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.633 ms | 0 - 10 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.533 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8775P ADP | SA8775P | TFLITE | 1.022 ms | 0 - 11 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | SA8775P ADP | SA8775P | QNN | 1.035 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.903 ms | 0 - 16 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.181 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.357 ms | 0 - 6 MB | FP32 | CPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.475 ms | 0 - 11 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.624 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.625 ms | 0 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.536 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.022 ms | 0 - 11 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.035 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.668 ms | 0 - 20 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.638 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.69 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.043 ms | 9 - 9 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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