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Swin-Small

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@@ -35,35 +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 | 19.302 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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@@ -127,8 +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) : 19.3
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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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  ```
 
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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 | 20.271 ms | 0 - 30 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 | 18.301 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 | 23.637 ms | 0 - 255 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 | 14.047 ms | 0 - 263 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 | 12.377 ms | 1 - 21 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 | 16.125 ms | 1 - 139 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 | 13.12 ms | 0 - 261 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 | 12.375 ms | 1 - 243 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.637 ms | 1 - 130 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 | 188.013 ms | 0 - 262 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 | 179.572 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 20.325 ms | 0 - 27 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 | 18.208 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.62 ms | 0 - 254 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 | 25.294 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 20.351 ms | 0 - 27 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 | 18.275 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 27.239 ms | 0 - 261 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 | 24.576 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 188.013 ms | 0 - 262 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 | 179.572 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 20.215 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 | 18.212 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 27.239 ms | 0 - 261 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 | 24.576 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.873 ms | 0 - 262 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 | 24.092 ms | 1 - 248 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.984 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.686 ms | 100 - 100 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) : 20.3
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+ Estimated peak memory usage (MB): [0, 30]
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  Total # Ops : 1563
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  Compute Unit(s) : NPU (1563 ops)
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  ```