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@@ -35,28 +35,30 @@ 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 | 19.274 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 19.387 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 | 31.28 ms | 0 - 114 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 | 13.075 ms | 0 - 160 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 | 12.854 ms | 0 - 160 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 | 21.0 ms | 1 - 750 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 | 10.193 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 | 11.813 ms | 0 - 168 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 19.323 ms | 0 - 40 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 | 17.41 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA7255P ADP | SA7255P | TFLITE | 181.559 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 | 177.676 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 19.365 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.659 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.412 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 | 25.482 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 19.368 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 | 17.645 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 26.082 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 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.588 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 24.434 ms | 1 - 157 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.922 ms | 100 - 100 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
 
 
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@@ -120,8 +122,8 @@ 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, 39]
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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 | 19.442 ms | 0 - 40 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 | 19.271 ms | 0 - 43 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 | 31.243 ms | 0 - 113 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 | 12.936 ms | 0 - 160 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 | 12.978 ms | 1 - 163 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 | 21.066 ms | 0 - 750 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 | 12.015 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 | 11.825 ms | 0 - 167 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 16.145 ms | 0 - 284 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 | 19.189 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.245 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA7255P ADP | SA7255P | TFLITE | 181.565 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 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 19.212 ms | 0 - 40 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 | 17.589 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.384 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 | 25.339 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 19.214 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.525 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 26.072 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 | 23.989 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.594 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 24.497 ms | 1 - 157 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.438 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.854 ms | 101 - 101 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) : 19.4
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+ Estimated peak memory usage (MB): [0, 40]
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  Total # Ops : 1563
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  Compute Unit(s) : NPU (1563 ops)
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  ```