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@@ -35,35 +35,35 @@ 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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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.471 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.458 ms | 1 - 3 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.34 ms | 0 - 49 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.041 ms | 0 - 38 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.02 ms | 0 - 18 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.946 ms | 0 - 35 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.83 ms | 0 - 32 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.826 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.995 ms | 1 - 23 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.103 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA7255P ADP | SA7255P | QNN | 21.996 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.473 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.465 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.65 ms | 0 - 30 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.559 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.468 ms | 0 - 117 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.458 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.381 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8775P ADP | SA8775P | QNN | 2.306 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.103 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 21.996 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.473 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.459 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.381 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.306 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.047 ms | 0 - 40 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.078 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.622 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.455 ms | 14 - 14 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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@@ -128,7 +128,7 @@ EfficientNet-B0
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.5
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- Estimated peak memory usage (MB): [0, 116]
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  Total # Ops : 245
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  Compute Unit(s) : NPU (245 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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+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.471 ms | 0 - 111 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.473 ms | 0 - 69 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.336 ms | 0 - 42 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.04 ms | 0 - 45 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.04 ms | 1 - 30 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.949 ms | 0 - 37 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.019 ms | 0 - 31 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.016 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.972 ms | 1 - 21 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.124 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA7255P ADP | SA7255P | QNN | 22.037 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.471 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.459 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.635 ms | 0 - 31 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.566 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.473 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.45 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.377 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8775P ADP | SA8775P | QNN | 2.334 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.124 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 22.037 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.47 ms | 0 - 116 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.463 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.377 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.334 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.073 ms | 0 - 41 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.048 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.632 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.436 ms | 13 - 13 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.5
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+ Estimated peak memory usage (MB): [0, 111]
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  Total # Ops : 245
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  Compute Unit(s) : NPU (245 ops)
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  ```