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@@ -25,44 +25,77 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Super resolution
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  - **Model Stats:**
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  - Model checkpoint: sesr_m5_3x_checkpoint
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  - Input resolution: 128x128
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  - Number of parameters: 338K
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- - Model size: 1.30 MB
 
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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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- | SESR-M5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.198 ms | 0 - 6 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.147 ms | 0 - 5 MB | FP16 | NPU | [SESR-M5.so](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.so) |
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- | SESR-M5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.634 ms | 0 - 6 MB | FP16 | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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- | SESR-M5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.537 ms | 0 - 26 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.423 ms | 0 - 21 MB | FP16 | NPU | [SESR-M5.so](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.so) |
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- | SESR-M5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.662 ms | 0 - 29 MB | FP16 | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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- | SESR-M5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.77 ms | 0 - 17 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.46 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.722 ms | 0 - 18 MB | FP16 | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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- | SESR-M5 | SA7255P ADP | SA7255P | TFLITE | 79.552 ms | 6 - 18 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | SA7255P ADP | SA7255P | QNN | 77.033 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.193 ms | 0 - 6 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.983 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | SA8295P ADP | SA8295P | TFLITE | 4.344 ms | 6 - 23 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | SA8295P ADP | SA8295P | QNN | 3.313 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.166 ms | 0 - 6 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.986 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | SA8775P ADP | SA8775P | TFLITE | 4.401 ms | 6 - 17 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | SA8775P ADP | SA8775P | QNN | 3.809 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 79.552 ms | 6 - 18 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 77.033 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.198 ms | 0 - 7 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.991 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.401 ms | 6 - 17 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.809 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.907 ms | 6 - 29 MB | FP16 | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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- | SESR-M5 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.354 ms | 0 - 23 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.144 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | SESR-M5 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.602 ms | 8 - 8 MB | FP16 | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -124,12 +157,12 @@ python -m qai_hub_models.models.sesr_m5.export
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  Profiling Results
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  ------------------------------------------------------------
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  SESR-M5
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 2.2
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- Estimated peak memory usage (MB): [0, 6]
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- Total # Ops : 25
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- Compute Unit(s) : NPU (22 ops) CPU (3 ops)
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  ```
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  ### Model Details
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+ - **Model Type:** Model_use_case.super_resolution
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  - **Model Stats:**
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  - Model checkpoint: sesr_m5_3x_checkpoint
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  - Input resolution: 128x128
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  - Number of parameters: 338K
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+ - Model size (float): 1.30 MB
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+ - Model size (w8a8): 389 KB
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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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+ | SESR-M5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.714 ms | 6 - 17 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 10.571 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.47 ms | 6 - 31 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.938 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.201 ms | 0 - 6 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.983 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.776 ms | 0 - 15 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.143 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.714 ms | 6 - 17 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.571 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.248 ms | 0 - 6 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.999 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.286 ms | 6 - 22 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.354 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.269 ms | 0 - 5 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.973 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.776 ms | 0 - 15 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.143 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.231 ms | 0 - 7 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.977 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.581 ms | 0 - 7 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.572 ms | 0 - 25 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.278 ms | 0 - 27 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.624 ms | 0 - 22 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.058 ms | 0 - 18 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.tflite) |
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+ | SESR-M5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.312 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.688 ms | 0 - 18 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.153 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | SESR-M5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.578 ms | 8 - 8 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5.onnx) |
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+ | SESR-M5 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.767 ms | 2 - 14 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.949 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.809 ms | 0 - 21 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.014 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.406 ms | 0 - 7 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.624 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.103 ms | 0 - 16 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.856 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.664 ms | 2 - 23 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.835 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 21.17 ms | 2 - 3 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.767 ms | 2 - 14 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.949 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.345 ms | 0 - 6 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.645 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.489 ms | 0 - 23 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.371 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.361 ms | 0 - 6 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.643 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.103 ms | 0 - 16 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.856 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.652 ms | 0 - 6 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.639 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.961 ms | 0 - 9 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.onnx) |
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+ | SESR-M5 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.268 ms | 0 - 23 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.448 ms | 0 - 26 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.657 ms | 0 - 23 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.onnx) |
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+ | SESR-M5 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.344 ms | 0 - 19 MB | NPU | [SESR-M5.tflite](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.tflite) |
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+ | SESR-M5 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.389 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.71 ms | 0 - 20 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.onnx) |
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+ | SESR-M5 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.763 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | SESR-M5 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.957 ms | 3 - 3 MB | NPU | [SESR-M5.onnx](https://huggingface.co/qualcomm/SESR-M5/blob/main/SESR-M5_w8a8.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  SESR-M5
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 12.7
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+ Estimated peak memory usage (MB): [6, 17]
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+ Total # Ops : 25
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+ Compute Unit(s) : npu (22 ops) gpu (0 ops) cpu (3 ops)
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  ```
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