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Swin-Small

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@@ -1,10 +1,10 @@
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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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- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 19.423 ms | 0 - 35 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 | 19.238 ms | 0 - 39 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 | 31.292 ms | 0 - 243 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 | 13.122 ms | 0 - 157 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 | 12.985 ms | 1 - 161 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 | 21.265 ms | 1 - 181 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 | 12.108 ms | 0 - 163 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 | 9.94 ms | 1 - 166 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 18.965 ms | 1 - 189 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 19.204 ms | 0 - 39 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 | 17.679 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA7255P ADP | SA7255P | TFLITE | 181.551 ms | 0 - 165 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 | 177.493 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 19.344 ms | 0 - 37 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 | 17.69 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.385 ms | 0 - 155 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 | 25.297 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 19.363 ms | 0 - 39 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 | 17.706 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 26.069 ms | 0 - 165 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 | 23.912 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.606 ms | 0 - 154 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 | 24.656 ms | 0 - 155 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.425 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.968 ms | 101 - 101 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
 
 
 
 
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@@ -123,8 +127,8 @@ Profiling Results
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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) : 19.4
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- Estimated peak memory usage (MB): [0, 35]
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  Total # Ops : 1563
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  Compute Unit(s) : NPU (1563 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
8
 
9
  ---
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35
 
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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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  |---|---|---|---|---|---|---|---|---|
38
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 19.302 ms | 0 - 41 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 | 17.614 ms | 1 - 3 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 | 31.414 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 | 13.119 ms | 0 - 159 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 | 11.682 ms | 1 - 20 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 | 21.222 ms | 1 - 185 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 | 10.191 ms | 0 - 162 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 | 12.048 ms | 1 - 165 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 19.024 ms | 1 - 189 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 | 181.514 ms | 0 - 165 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 | 177.501 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 19.184 ms | 0 - 37 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 | 17.631 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.433 ms | 0 - 154 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 | 25.307 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 19.371 ms | 0 - 38 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 | 17.621 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 26.066 ms | 0 - 165 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 | 23.992 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 181.514 ms | 0 - 165 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 | 177.501 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 19.302 ms | 0 - 39 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 | 17.555 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 26.066 ms | 0 - 165 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 | 23.992 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.439 ms | 0 - 150 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 | 24.634 ms | 0 - 155 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.473 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.883 ms | 102 - 102 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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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) : 19.3
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+ Estimated peak memory usage (MB): [0, 41]
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  Total # Ops : 1563
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  Compute Unit(s) : NPU (1563 ops)
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  ```