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@@ -35,39 +35,39 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Swin-Base | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 62.202 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 59.662 ms | 0 - 9 MB | NPU | Use Export Script |
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- | Swin-Base | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 29.353 ms | 0 - 379 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 39.401 ms | 1 - 460 MB | NPU | Use Export Script |
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- | Swin-Base | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.379 ms | 0 - 34 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 21.551 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Swin-Base | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 25.826 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 24.76 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Swin-Base | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 62.202 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 59.662 ms | 0 - 9 MB | NPU | Use Export Script |
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- | Swin-Base | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.254 ms | 0 - 26 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 21.644 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Swin-Base | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.21 ms | 0 - 361 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 30.655 ms | 1 - 18 MB | NPU | Use Export Script |
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- | Swin-Base | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.199 ms | 0 - 24 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 21.806 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Swin-Base | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 25.826 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 24.76 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.273 ms | 0 - 23 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 21.787 ms | 0 - 31 MB | NPU | Use Export Script |
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- | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.71 ms | 0 - 382 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 15.874 ms | 0 - 378 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 15.104 ms | 1 - 378 MB | NPU | Use Export Script |
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- | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.584 ms | 1 - 377 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 14.567 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 13.41 ms | 1 - 329 MB | NPU | Use Export Script |
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- | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.472 ms | 1 - 332 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.081 ms | 1 - 1 MB | NPU | Use Export Script |
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- | Swin-Base | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 23.173 ms | 175 - 175 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 175.884 ms | 518 - 730 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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- | Swin-Base | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 134.517 ms | 662 - 960 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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- | Swin-Base | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 127.068 ms | 649 - 914 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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- | Swin-Base | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 172.221 ms | 918 - 918 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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@@ -132,7 +132,7 @@ Swin-Base
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 62.2
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- Estimated peak memory usage (MB): [0, 372]
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  Total # Ops : 1568
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  Compute Unit(s) : npu (1568 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Swin-Base | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 62.23 ms | 0 - 373 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 59.666 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Swin-Base | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 29.254 ms | 0 - 376 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 39.504 ms | 0 - 459 MB | NPU | Use Export Script |
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+ | Swin-Base | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.158 ms | 0 - 27 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 21.675 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Base | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 25.848 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 24.659 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 62.23 ms | 0 - 373 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 59.666 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.431 ms | 0 - 34 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 21.575 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.143 ms | 0 - 361 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 30.635 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.379 ms | 2 - 27 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 21.679 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | Swin-Base | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 25.848 ms | 0 - 372 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 24.659 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.509 ms | 0 - 26 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 21.694 ms | 0 - 40 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.727 ms | 0 - 350 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 15.762 ms | 0 - 381 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 15.096 ms | 1 - 376 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.65 ms | 0 - 372 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 14.649 ms | 0 - 373 MB | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 13.519 ms | 1 - 329 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.482 ms | 1 - 330 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.08 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Swin-Base | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 23.174 ms | 175 - 175 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 164.529 ms | 642 - 924 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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+ | Swin-Base | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 131.523 ms | 661 - 957 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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+ | Swin-Base | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 126.776 ms | 638 - 908 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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+ | Swin-Base | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 174.936 ms | 985 - 985 MB | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base_w8a16.onnx) |
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 62.2
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+ Estimated peak memory usage (MB): [0, 373]
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  Total # Ops : 1568
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  Compute Unit(s) : npu (1568 ops) gpu (0 ops) cpu (0 ops)
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  ```