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ResNet50Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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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
@@ -39,28 +36,28 @@ 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 | 0.788 ms | 0 - 11 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 | 1.001 ms | 0 - 32 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 | 1.526 ms | 0 - 30 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 | 0.584 ms | 0 - 63 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 | 0.749 ms | 0 - 15 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 | 1.128 ms | 0 - 93 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 | 2.827 ms | 0 - 27 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 | 4.072 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.444 ms | 0 - 7 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.785 ms | 0 - 3 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.943 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.782 ms | 0 - 15 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 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.787 ms | 0 - 16 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.948 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
 
 
 
 
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  | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.909 ms | 0 - 64 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.135 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.518 ms | 0 - 23 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 | 0.693 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.918 ms | 0 - 39 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.009 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.569 ms | 28 - 28 MB | INT8 | NPU | [ResNet50Quantized.onnx](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.onnx) |
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@@ -125,7 +122,7 @@ ResNet50Quantized
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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, 11]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 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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+ | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.778 ms | 0 - 1 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 | 1.002 ms | 0 - 42 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 | TFLITE | 0.589 ms | 0 - 64 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 | 0.749 ms | 0 - 16 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
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+ | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.548 ms | 0 - 23 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 | 0.718 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.003 ms | 0 - 28 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 | 4.093 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.445 ms | 0 - 5 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.783 ms | 0 - 242 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.941 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.785 ms | 0 - 17 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.949 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.787 ms | 0 - 11 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.947 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.793 ms | 0 - 1 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.941 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.247 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 | 1.563 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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  | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.909 ms | 0 - 64 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
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+ | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.136 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.004 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
 
 
 
 
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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 : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```