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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 | 18.534 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 17.622 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 | 17.649 ms | 0 - 249 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 | 12.383 ms | 0 - 264 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 | 11.788 ms | 1 - 18 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 | 11.86 ms | 0 - 253 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 | 11.883 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.839 ms | 1 - 243 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 11.019 ms | 1 - 243 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 | 182.389 ms | 0 - 259 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 | 178.037 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.402 ms | 0 - 32 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 | 17.698 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 25.383 ms | 0 - 250 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 | 24.49 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.465 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.655 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 182.389 ms | 0 - 259 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 | 178.037 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.606 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.346 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 22.894 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 23.209 ms | 1 - 242 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.206 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.002 ms | 100 - 100 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) : 18.5
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- Estimated peak memory usage (MB): [0, 24]
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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 | 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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  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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  ```