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ResNet50Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -1,11 +1,11 @@
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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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  - quantized
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  - android
 
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  ---
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@@ -36,34 +36,38 @@ 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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- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.787 ms | 0 - 44 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.004 ms | 0 - 42 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.437 ms | 0 - 62 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.592 ms | 0 - 34 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.754 ms | 0 - 31 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.046 ms | 0 - 41 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.577 ms | 0 - 22 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.628 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.059 ms | 0 - 33 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.762 ms | 0 - 23 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.009 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.738 ms | 0 - 2 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.789 ms | 0 - 44 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.954 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA7255P ADP | SA7255P | TFLITE | 8.685 ms | 0 - 17 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA7255P ADP | SA7255P | QNN | 9.474 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.786 ms | 0 - 44 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.952 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.248 ms | 0 - 22 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8295P ADP | SA8295P | QNN | 1.727 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.789 ms | 0 - 7 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.949 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8775P ADP | SA8775P | TFLITE | 1.07 ms | 0 - 17 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8775P ADP | SA8775P | QNN | 1.434 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.925 ms | 0 - 31 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.174 ms | 0 - 19 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.006 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.477 ms | 29 - 29 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
 
 
 
 
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1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - quantized
7
  - android
8
+ pipeline_tag: image-classification
9
 
10
  ---
11
 
 
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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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+ | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.791 ms | 0 - 44 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.947 ms | 0 - 2 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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+ | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.483 ms | 0 - 60 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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+ | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.592 ms | 0 - 25 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.721 ms | 0 - 19 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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+ | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.071 ms | 0 - 35 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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+ | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.545 ms | 0 - 21 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.631 ms | 0 - 23 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.089 ms | 0 - 36 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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+ | ResNet50Quantized | SA7255P ADP | SA7255P | TFLITE | 8.736 ms | 0 - 15 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA7255P ADP | SA7255P | QNN | 9.382 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.791 ms | 0 - 45 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.947 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.233 ms | 0 - 16 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8295P ADP | SA8295P | QNN | 2.121 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.789 ms | 0 - 44 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.946 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8775P ADP | SA8775P | TFLITE | 1.077 ms | 0 - 15 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8775P ADP | SA8775P | QNN | 1.451 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.742 ms | 0 - 22 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.058 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.087 ms | 0 - 3 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.736 ms | 0 - 15 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 9.382 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.784 ms | 0 - 44 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.95 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.077 ms | 0 - 15 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.451 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.917 ms | 0 - 22 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.177 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.0 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.465 ms | 29 - 29 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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