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Swin-Base

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - android
@@ -26,44 +26,48 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 88.8M
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- - Model size: 339 MB
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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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- | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.452 ms | 0 - 28 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 22.637 ms | 0 - 28 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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- | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 21.905 ms | 0 - 414 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 15.906 ms | 0 - 379 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 15.932 ms | 1 - 385 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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- | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.966 ms | 1 - 380 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.556 ms | 0 - 375 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.367 ms | 1 - 346 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.673 ms | 1 - 337 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | SA7255P ADP | SA7255P | TFLITE | 305.309 ms | 0 - 372 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA7255P ADP | SA7255P | QNN | 298.919 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.635 ms | 0 - 31 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | QNN | 21.6 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8295P ADP | SA8295P | TFLITE | 32.144 ms | 0 - 361 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8295P ADP | SA8295P | QNN | 30.556 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.367 ms | 0 - 32 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | QNN | 21.693 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8775P ADP | SA8775P | TFLITE | 31.072 ms | 0 - 373 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8775P ADP | SA8775P | QNN | 29.923 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 305.309 ms | 0 - 372 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 298.919 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.368 ms | 0 - 25 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 21.554 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 31.072 ms | 0 - 373 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 29.923 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 29.496 ms | 0 - 376 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 28.593 ms | 0 - 378 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.486 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.818 ms | 175 - 175 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
 
 
 
 
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@@ -125,12 +129,12 @@ python -m qai_hub_models.models.swin_base.export
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  Profiling Results
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  ------------------------------------------------------------
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  Swin-Base
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 22.5
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- Estimated peak memory usage (MB): [0, 28]
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- Total # Ops : 1568
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- Compute Unit(s) : NPU (1568 ops)
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  ```
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1
  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - backbone
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  - android
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.image_classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 88.8M
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+ - Model size (float): 339 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Swin-Base | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 62.202 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 59.662 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Swin-Base | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 29.353 ms | 0 - 379 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 39.401 ms | 1 - 460 MB | NPU | Use Export Script |
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+ | Swin-Base | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.379 ms | 0 - 34 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 21.551 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Base | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 25.826 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 24.76 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 62.202 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 59.662 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.254 ms | 0 - 26 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 21.644 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.21 ms | 0 - 361 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 30.655 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.199 ms | 0 - 24 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 21.806 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 25.826 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 24.76 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.273 ms | 0 - 23 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 21.787 ms | 0 - 31 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.71 ms | 0 - 382 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 15.874 ms | 0 - 378 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 15.104 ms | 1 - 378 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.584 ms | 1 - 377 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 14.567 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 13.41 ms | 1 - 329 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.472 ms | 1 - 332 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.081 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 23.173 ms | 175 - 175 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 175.884 ms | 518 - 730 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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+ | Swin-Base | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 134.517 ms | 662 - 960 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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+ | Swin-Base | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 127.068 ms | 649 - 914 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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+ | Swin-Base | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 172.221 ms | 918 - 918 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  Swin-Base
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 62.2
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+ Estimated peak memory usage (MB): [0, 372]
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+ Total # Ops : 1568
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+ Compute Unit(s) : npu (1568 ops) gpu (0 ops) cpu (0 ops)
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  ```
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