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Swin-Small

Image Classification
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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: 50.4M
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- - Model size: 193 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-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.422 ms | 0 - 26 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 18.648 ms | 0 - 29 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
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- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 17.26 ms | 0 - 241 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.47 ms | 0 - 265 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 12.759 ms | 309 - 558 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
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- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.786 ms | 1 - 257 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 9.736 ms | 0 - 257 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.868 ms | 1 - 244 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 11.066 ms | 1 - 244 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | SA7255P ADP | SA7255P | TFLITE | 182.368 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | SA7255P ADP | SA7255P | QNN | 177.996 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.457 ms | 0 - 24 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.653 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 25.399 ms | 0 - 251 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | SA8295P ADP | SA8295P | QNN | 24.501 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.385 ms | 0 - 28 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.661 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 24.978 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | SA8775P ADP | SA8775P | QNN | 23.721 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 182.368 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 177.996 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.494 ms | 0 - 28 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.579 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 24.978 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 23.721 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 23.111 ms | 0 - 260 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 23.24 ms | 1 - 246 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.188 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.062 ms | 100 - 100 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
 
 
 
 
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@@ -125,12 +129,12 @@ python -m qai_hub_models.models.swin_small.export
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  Profiling Results
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  ------------------------------------------------------------
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  Swin-Small
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 18.4
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- Estimated peak memory usage (MB): [0, 26]
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- Total # Ops : 1563
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- Compute Unit(s) : NPU (1563 ops)
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  ```
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  ---
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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: 50.4M
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+ - Model size (float): 193 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-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 44.509 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 41.788 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 22.906 ms | 0 - 256 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.967 ms | 0 - 245 MB | NPU | Use Export Script |
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+ | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.445 ms | 0 - 26 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 17.545 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 20.672 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 19.574 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 44.509 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 41.788 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 18.346 ms | 0 - 26 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 17.643 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 25.401 ms | 0 - 249 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 24.501 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 18.611 ms | 0 - 26 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 17.598 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 20.672 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 19.574 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 18.386 ms | 0 - 31 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 17.512 ms | 0 - 59 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.391 ms | 0 - 280 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.496 ms | 0 - 261 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.871 ms | 1 - 253 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.251 ms | 1 - 247 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 11.839 ms | 8 - 266 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.083 ms | 1 - 244 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.231 ms | 1 - 237 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.249 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.071 ms | 101 - 101 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 105.68 ms | 264 - 419 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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+ | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 83.229 ms | 284 - 525 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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+ | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 77.559 ms | 285 - 491 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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+ | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 107.697 ms | 454 - 454 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  Swin-Small
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 44.5
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+ Estimated peak memory usage (MB): [0, 258]
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+ Total # Ops : 1563
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+ Compute Unit(s) : npu (1563 ops) gpu (0 ops) cpu (0 ops)
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  ```
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