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@@ -35,34 +35,33 @@ 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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- | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.07 ms | 0 - 9 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.552 ms | 0 - 12 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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- | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 4.18 ms | 9 - 39 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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- | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.892 ms | 0 - 13 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.387 ms | 0 - 11 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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- | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.923 ms | 0 - 35 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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- | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.392 ms | 0 - 9 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.415 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.087 ms | 0 - 25 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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- | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.302 ms | 2 - 13 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.11 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 16.101 ms | 4 - 21 MB | INT8 | GPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.069 ms | 0 - 83 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.441 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA7255P ADP | SA7255P | TFLITE | 4.367 ms | 2 - 11 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA7255P ADP | SA7255P | QNN | 2.53 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.066 ms | 0 - 60 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.442 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.912 ms | 0 - 9 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8295P ADP | SA8295P | QNN | 0.96 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.069 ms | 0 - 2 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.443 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.116 ms | 0 - 8 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8775P ADP | SA8775P | QNN | 0.981 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.582 ms | 1 - 13 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.631 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.573 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.535 ms | 8 - 8 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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@@ -128,7 +127,7 @@ XLSR-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.1
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- Estimated peak memory usage (MB): [0, 9]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 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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+ | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.106 ms | 0 - 10 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.556 ms | 0 - 3 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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+ | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.995 ms | 9 - 11 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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+ | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.857 ms | 0 - 11 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.379 ms | 0 - 12 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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+ | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.972 ms | 0 - 35 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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+ | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.191 ms | 0 - 9 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.405 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.565 ms | 0 - 25 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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+ | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.493 ms | 2 - 18 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.124 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.458 ms | 4 - 11 MB | INT8 | GPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.067 ms | 1 - 10 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.447 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA7255P ADP | SA7255P | TFLITE | 4.338 ms | 2 - 14 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.062 ms | 0 - 72 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.439 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.895 ms | 1 - 9 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8295P ADP | SA8295P | QNN | 1.124 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.079 ms | 0 - 2 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.449 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.122 ms | 1 - 15 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8775P ADP | SA8775P | QNN | 0.991 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.534 ms | 0 - 13 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.622 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.558 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.666 ms | 9 - 9 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
 
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.1
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+ Estimated peak memory usage (MB): [0, 10]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 ops)
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  ```