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Swin-Base

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
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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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@@ -35,30 +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-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 26.254 ms | 0 - 37 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 | 26.363 ms | 0 - 47 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 | 43.137 ms | 0 - 363 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 | 18.054 ms | 0 - 201 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 | 18.304 ms | 0 - 201 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 | 29.96 ms | 1 - 221 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 | QNN | 16.754 ms | 0 - 208 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 27.191 ms | 1 - 236 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 26.238 ms | 0 - 43 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 | 23.622 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA7255P ADP | SA7255P | TFLITE | 307.209 ms | 0 - 205 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 | 303.103 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 26.379 ms | 0 - 41 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 | 23.855 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8295P ADP | SA8295P | TFLITE | 36.841 ms | 0 - 193 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 | 34.628 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 26.333 ms | 0 - 41 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 | 23.835 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8775P ADP | SA8775P | TFLITE | 35.701 ms | 0 - 205 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 | 33.046 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 34.112 ms | 0 - 189 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 | 33.702 ms | 1 - 194 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 24.417 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 50.171 ms | 175 - 175 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
 
 
 
 
 
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@@ -122,8 +127,8 @@ Profiling Results
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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) : 26.3
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- Estimated peak memory usage (MB): [0, 37]
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  Total # Ops : 1568
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  Compute Unit(s) : NPU (1568 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - backbone
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  - android
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+ pipeline_tag: image-classification
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  ---
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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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  |---|---|---|---|---|---|---|---|---|
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+ | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 26.478 ms | 0 - 45 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 | 23.732 ms | 1 - 3 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 | 42.977 ms | 0 - 434 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 | 18.323 ms | 0 - 205 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 | 16.297 ms | 1 - 15 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 | 30.085 ms | 1 - 224 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 | 14.305 ms | 0 - 209 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 | 16.435 ms | 0 - 204 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 27.288 ms | 1 - 231 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 | 307.224 ms | 0 - 206 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 | 303.025 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 26.27 ms | 0 - 45 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 | 24.07 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8295P ADP | SA8295P | TFLITE | 36.848 ms | 0 - 191 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 | 34.669 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 26.498 ms | 0 - 41 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 | 23.911 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8775P ADP | SA8775P | TFLITE | 35.666 ms | 0 - 206 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 | 33.059 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 307.224 ms | 0 - 206 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 | 303.025 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 26.253 ms | 0 - 43 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 | 23.781 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 35.666 ms | 0 - 206 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 | 33.059 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 33.49 ms | 0 - 188 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 | 33.867 ms | 1 - 193 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 24.333 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 50.081 ms | 176 - 176 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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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) : 26.5
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+ Estimated peak memory usage (MB): [0, 45]
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  Total # Ops : 1568
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  Compute Unit(s) : NPU (1568 ops)
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  ```