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ResNet50

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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- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.269 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.383 ms | 0 - 173 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
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- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.298 ms | 0 - 238 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.615 ms | 0 - 29 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.689 ms | 1 - 30 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
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- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.727 ms | 0 - 33 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.346 ms | 0 - 27 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.623 ms | 1 - 28 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.669 ms | 1 - 28 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.273 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.186 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.179 ms | 0 - 23 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.365 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.274 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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  | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.188 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.777 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8295P ADP | SA8295P | QNN | 4.04 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.273 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.179 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.149 ms | 0 - 23 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8775P ADP | SA8775P | QNN | 4.215 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.096 ms | 0 - 24 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.137 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.328 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.334 ms | 51 - 51 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
 
 
 
 
 
 
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@@ -124,7 +128,7 @@ ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 2.3
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- Estimated peak memory usage (MB): [0, 244]
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  Total # Ops : 79
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  Compute Unit(s) : NPU (79 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ 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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+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.271 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.185 ms | 1 - 3 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
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+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.33 ms | 0 - 258 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.623 ms | 0 - 29 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.584 ms | 0 - 19 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
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+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.82 ms | 0 - 34 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.553 ms | 0 - 27 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.622 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.699 ms | 1 - 27 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.161 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.383 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.272 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
 
 
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  | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.188 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.747 ms | 0 - 16 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8295P ADP | SA8295P | QNN | 4.496 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.286 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.176 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.139 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | SA8775P ADP | SA8775P | QNN | 4.224 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 76.161 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 77.383 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.27 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.181 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.139 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 4.224 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.077 ms | 0 - 25 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.132 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.313 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.327 ms | 51 - 51 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 2.3
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+ Estimated peak memory usage (MB): [0, 243]
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  Total # Ops : 79
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  Compute Unit(s) : NPU (79 ops)
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  ```