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README.md
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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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| Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.
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| Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 21.
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| Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 34.
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| Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.
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| Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 14.
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| Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 23.
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| Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE |
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| Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.
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| Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 20.
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| Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.
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| Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.
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| Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.
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| Swin-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.
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| Swin-Small | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 18.
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| Swin-Small | SA8775 (Proxy) | SA8775P Proxy | QNN | 20.
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| Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.
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| Swin-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.
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| Swin-Small | SA8295P ADP | SA8295P | TFLITE |
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| Swin-Small | SA8295P ADP | SA8295P | QNN | 28.
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| Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.173 ms | 0 - 510 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 | 25.
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| Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 21.
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| Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX |
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@@ -121,7 +121,7 @@ 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.
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Estimated peak memory usage (MB): [0, 3]
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Total # Ops : 1563
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Compute Unit(s) : NPU (1563 ops)
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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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| Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.792 ms | 0 - 3 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 | 21.109 ms | 0 - 40 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 | 34.188 ms | 0 - 130 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 | 12.781 ms | 0 - 528 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 | 14.548 ms | 0 - 161 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 | 23.63 ms | 1 - 787 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 | 9.771 ms | 0 - 231 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 | 12.58 ms | 1 - 161 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 20.44 ms | 0 - 318 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 | 18.668 ms | 0 - 3 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 | 20.113 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.669 ms | 0 - 3 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 | 20.593 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 18.712 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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| Swin-Small | SA8775 (Proxy) | SA8775P Proxy | QNN | 20.645 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.756 ms | 0 - 3 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 | 20.743 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | SA8295P ADP | SA8295P | TFLITE | 26.993 ms | 0 - 215 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 | 28.889 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.173 ms | 0 - 510 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 | 25.947 ms | 1 - 156 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 21.225 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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| Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.962 ms | 118 - 118 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) : 18.8
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Estimated peak memory usage (MB): [0, 3]
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Total # Ops : 1563
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Compute Unit(s) : NPU (1563 ops)
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