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@@ -35,31 +35,34 @@ 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 | 11.06 ms | 0 - 13 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 | 11.081 ms | 1 - 2 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 | 10.741 ms | 0 - 199 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 | 7.423 ms | 0 - 158 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 | 7.406 ms | 1 - 19 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 | 7.395 ms | 1 - 165 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 | 6.848 ms | 0 - 154 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 | 7.158 ms | 9 - 158 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.829 ms | 1 - 152 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | SA7255P ADP | SA7255P | TFLITE | 93.655 ms | 0 - 153 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | SA7255P ADP | SA7255P | QNN | 94.568 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10.988 ms | 0 - 16 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 | 10.964 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 15.289 ms | 0 - 150 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 | 15.121 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.126 ms | 0 - 16 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 | 11.001 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 93.655 ms | 0 - 153 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 94.568 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.093 ms | 0 - 16 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 | 11.02 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.527 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 14.387 ms | 1 - 152 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.419 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.77 ms | 58 - 58 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
 
 
 
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@@ -124,7 +127,7 @@ 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) : 11.1
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- Estimated peak memory usage (MB): [0, 13]
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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 | 11.068 ms | 0 - 15 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 | 11.531 ms | 0 - 15 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 | 10.702 ms | 0 - 199 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 | 7.409 ms | 0 - 161 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 | 7.996 ms | 0 - 157 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 | 7.4 ms | 1 - 168 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 | 6.804 ms | 0 - 154 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 | 7.157 ms | 0 - 150 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA7255P ADP | SA7255P | TFLITE | 93.625 ms | 0 - 154 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA7255P ADP | SA7255P | QNN | 94.56 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.037 ms | 0 - 15 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 | 11.003 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 15.25 ms | 0 - 150 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 | 15.138 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.062 ms | 0 - 15 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 | 11.043 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | SA8775P ADP | SA8775P | TFLITE | 14.941 ms | 0 - 153 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | SA8775P ADP | SA8775P | QNN | 14.648 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 93.625 ms | 0 - 154 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 94.56 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.029 ms | 0 - 15 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 | 11.006 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 14.941 ms | 0 - 153 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 14.648 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.812 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 14.43 ms | 1 - 155 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.437 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.737 ms | 57 - 57 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) : 11.1
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+ Estimated peak memory usage (MB): [0, 15]
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  Total # Ops : 837
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  Compute Unit(s) : NPU (837 ops)
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  ```