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ResNeXt50Quantized

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LiteRT
ONNX
backbone
quantized
android
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@@ -36,38 +36,38 @@ 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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- | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.913 ms | 0 - 64 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.143 ms | 0 - 3 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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- | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.823 ms | 0 - 64 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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- | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.681 ms | 0 - 40 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.863 ms | 0 - 20 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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- | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.284 ms | 0 - 51 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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- | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.65 ms | 0 - 39 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.74 ms | 0 - 38 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.113 ms | 0 - 49 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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- | ResNeXt50Quantized | SA7255P ADP | SA7255P | TFLITE | 10.203 ms | 0 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA7255P ADP | SA7255P | QNN | 10.695 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.912 ms | 0 - 54 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.139 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.459 ms | 0 - 30 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA8295P ADP | SA8295P | QNN | 2.331 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.925 ms | 0 - 64 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.137 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | SA8775P ADP | SA8775P | TFLITE | 1.388 ms | 0 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA8775P ADP | SA8775P | QNN | 1.823 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.969 ms | 0 - 36 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.478 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 71.106 ms | 0 - 131 MB | INT8 | GPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.203 ms | 0 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.695 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.927 ms | 0 - 54 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.146 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.388 ms | 0 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.823 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.076 ms | 0 - 44 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.383 ms | 0 - 38 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.306 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.873 ms | 29 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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@@ -132,7 +132,7 @@ ResNeXt50Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.9
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- Estimated peak memory usage (MB): [0, 64]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 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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+ | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.923 ms | 0 - 69 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.088 ms | 0 - 3 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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+ | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.197 ms | 0 - 57 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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+ | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.682 ms | 0 - 57 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.819 ms | 0 - 19 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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+ | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.55 ms | 0 - 77 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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+ | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.654 ms | 0 - 54 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.8 ms | 0 - 55 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.707 ms | 0 - 69 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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+ | ResNeXt50Quantized | SA7255P ADP | SA7255P | TFLITE | 10.173 ms | 0 - 44 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA7255P ADP | SA7255P | QNN | 10.406 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.924 ms | 0 - 68 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.085 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.467 ms | 0 - 50 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8295P ADP | SA8295P | QNN | 1.704 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.92 ms | 0 - 69 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.091 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8775P ADP | SA8775P | TFLITE | 1.345 ms | 0 - 46 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8775P ADP | SA8775P | QNN | 1.596 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.95 ms | 0 - 61 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.302 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 79.295 ms | 0 - 123 MB | INT8 | GPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.173 ms | 0 - 44 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.406 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.907 ms | 0 - 69 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.086 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.345 ms | 0 - 46 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.596 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.091 ms | 0 - 58 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.281 ms | 0 - 54 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.191 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.2 ms | 29 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.9
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+ Estimated peak memory usage (MB): [0, 69]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```