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@@ -35,29 +35,29 @@ 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-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.851 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.225 ms | 0 - 23 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 19.842 ms | 0 - 66 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.14 ms | 0 - 331 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.747 ms | 1 - 107 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.828 ms | 0 - 465 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.359 ms | 0 - 159 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 6.774 ms | 1 - 108 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.552 ms | 1 - 213 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.793 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 12.28 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.898 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 12.394 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 11.799 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8775 (Proxy) | SA8775P Proxy | QNN | 12.442 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.842 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 12.412 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 17.086 ms | 0 - 149 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA8295P ADP | SA8295P | QNN | 17.268 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 15.128 ms | 0 - 319 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 16.306 ms | 1 - 105 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 12.819 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.184 ms | 66 - 66 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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@@ -122,7 +122,7 @@ Swin-Tiny
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 11.9
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- Estimated peak memory usage (MB): [0, 3]
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  Total # Ops : 837
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  Compute Unit(s) : NPU (837 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-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.87 ms | 0 - 2 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.104 ms | 0 - 23 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 19.834 ms | 0 - 66 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.136 ms | 0 - 332 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.917 ms | 1 - 112 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
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+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.776 ms | 0 - 464 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.319 ms | 0 - 156 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.661 ms | 1 - 107 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 11.99 ms | 0 - 212 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.795 ms | 0 - 651 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 12.321 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.805 ms | 0 - 638 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 12.289 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 11.895 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8775 (Proxy) | SA8775P Proxy | QNN | 12.362 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.845 ms | 0 - 3 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 12.431 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 17.096 ms | 0 - 147 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8295P ADP | SA8295P | QNN | 17.321 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 15.1 ms | 0 - 318 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 16.693 ms | 1 - 103 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 12.932 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.131 ms | 64 - 64 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 11.9
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+ Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 837
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  Compute Unit(s) : NPU (837 ops)
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  ```