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Shufflenet-v2Quantized

Image Classification
PyTorch
TF Lite
ONNX
quantized
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
@@ -38,28 +35,32 @@ 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 | 0.615 ms | 0 - 1 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 | 0.601 ms | 0 - 32 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 | 8.856 ms | 2 - 6 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 | 0.423 ms | 0 - 28 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 | 0.438 ms | 0 - 13 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 | 7.974 ms | 1 - 340 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 | 0.892 ms | 0 - 21 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 | 1.21 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 10.608 ms | 0 - 13 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 | 0.614 ms | 0 - 7 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 | 0.546 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.611 ms | 0 - 2 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 | 0.544 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.616 ms | 0 - 2 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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- | Shufflenet-v2Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.566 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.645 ms | 0 - 29 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 | 0.649 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.466 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.382 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.292 ms | 0 - 274 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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- | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.681 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.337 ms | 6 - 6 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
 
 
 
 
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@@ -124,7 +125,7 @@ Shufflenet-v2Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.6
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- Estimated peak memory usage (MB): [0, 1]
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  Total # Ops : 233
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  Compute Unit(s) : NPU (233 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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+ | Shufflenet-v2Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.613 ms | 0 - 2 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 | 0.612 ms | 0 - 4 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 | 13.636 ms | 2 - 8 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 | 0.425 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 | 0.437 ms | 0 - 13 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 | 11.257 ms | 2 - 480 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 | 0.467 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.393 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.397 ms | 2 - 428 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 | 0.897 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 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.147 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 10.566 ms | 0 - 5 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 | 0.614 ms | 0 - 1 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 | 0.548 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.613 ms | 0 - 1 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 | 0.545 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.62 ms | 0 - 2 MB | INT8 | NPU | [Shufflenet-v2Quantized.tflite](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.tflite) |
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+ | Shufflenet-v2Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.546 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.615 ms | 0 - 1 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 | 0.54 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | SA8295P ADP | SA8295P | TFLITE | 0.982 ms | 0 - 19 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 | 1.186 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.643 ms | 0 - 28 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 | 0.655 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.679 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Shufflenet-v2Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.598 ms | 10 - 10 MB | INT8 | NPU | [Shufflenet-v2Quantized.onnx](https://huggingface.co/qualcomm/Shufflenet-v2Quantized/blob/main/Shufflenet-v2Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.6
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+ Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 233
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  Compute Unit(s) : NPU (233 ops)
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  ```