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ResNeXt50

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v0.34.0

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See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

Files changed (6) hide show
  1. README.md +42 -51
  2. ResNeXt50_w8a8.dlc +1 -1
  3. precompiled/qualcomm-qcs6490-proxy/sdk_versions.yml +3 -0
  4. precompiled/qualcomm-snapdragon-x-elite/ResNeXt50.onnx.zip +2 -2
  5. precompiled/qualcomm-snapdragon-x-elite/ResNeXt50_w8a8.onnx.zip +1 -1
  6. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
README.md CHANGED
@@ -24,6 +24,7 @@ More details on model performance across various devices, can be found
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  [here](https://aihub.qualcomm.com/models/resnext50).
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  ### Model Details
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  - **Model Type:** Model_use_case.image_classification
@@ -36,66 +37,66 @@ More details on model performance across various devices, can be found
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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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- | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.165 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 11.881 ms | 1 - 43 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.355 ms | 0 - 96 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.851 ms | 1 - 39 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.515 ms | 0 - 305 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.445 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.906 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.758 ms | 1 - 44 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.165 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 11.881 ms | 1 - 43 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.492 ms | 0 - 307 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.438 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.014 ms | 0 - 87 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.906 ms | 1 - 33 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.494 ms | 0 - 305 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.433 ms | 1 - 15 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.906 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.758 ms | 1 - 44 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.494 ms | 0 - 314 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.434 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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  | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.459 ms | 0 - 125 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.766 ms | 0 - 97 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.774 ms | 1 - 53 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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  | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.832 ms | 1 - 55 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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- | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.649 ms | 0 - 98 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.443 ms | 1 - 49 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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  | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.79 ms | 0 - 48 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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  | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.019 ms | 209 - 209 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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  | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.444 ms | 51 - 51 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
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- | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.232 ms | 0 - 48 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 2.462 ms | 0 - 46 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.088 ms | 0 - 60 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.45 ms | 0 - 61 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.903 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.089 ms | 0 - 18 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.221 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.42 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.062 ms | 0 - 65 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.397 ms | 0 - 62 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 77.675 ms | 0 - 122 MB | GPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.232 ms | 0 - 48 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 2.462 ms | 0 - 46 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.919 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.081 ms | 0 - 17 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.473 ms | 0 - 51 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.679 ms | 0 - 49 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.923 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.08 ms | 0 - 13 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.221 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.42 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.923 ms | 0 - 91 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.088 ms | 0 - 19 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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  | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.375 ms | 0 - 41 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.691 ms | 0 - 60 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.802 ms | 0 - 57 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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  | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.979 ms | 0 - 70 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.652 ms | 0 - 53 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
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- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.641 ms | 0 - 52 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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  | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.013 ms | 0 - 56 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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- | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.231 ms | 78 - 78 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
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  | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.362 ms | 28 - 28 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
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@@ -154,17 +155,7 @@ device. This script does the following:
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  ```bash
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  python -m qai_hub_models.models.resnext50.export
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  ```
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- ```
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- Profiling Results
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- ------------------------------------------------------------
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- ResNeXt50
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- Device : cs_8275 (ANDROID 14)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 12.2
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- Estimated peak memory usage (MB): [0, 95]
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- Total # Ops : 79
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- Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
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- ```
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  ## How does this work?
 
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  [here](https://aihub.qualcomm.com/models/resnext50).
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+
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  ### Model Details
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  - **Model Type:** Model_use_case.image_classification
 
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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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+ | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.122 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 11.881 ms | 1 - 43 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.395 ms | 0 - 96 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.851 ms | 1 - 39 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.466 ms | 0 - 316 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.445 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.904 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.758 ms | 1 - 44 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.122 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 11.881 ms | 1 - 43 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.609 ms | 0 - 288 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.438 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.034 ms | 0 - 88 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
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  | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.906 ms | 1 - 33 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
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+ | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.485 ms | 0 - 313 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
55
  | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.433 ms | 1 - 15 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
56
+ | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.904 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
57
  | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.758 ms | 1 - 44 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
58
+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.498 ms | 0 - 303 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
59
  | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.434 ms | 1 - 16 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
60
  | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.459 ms | 0 - 125 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
61
+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.78 ms | 0 - 100 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
62
  | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.774 ms | 1 - 53 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
63
  | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.832 ms | 1 - 55 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
64
+ | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.646 ms | 0 - 98 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
65
  | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.443 ms | 1 - 49 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
66
  | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.79 ms | 0 - 48 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
67
  | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.019 ms | 209 - 209 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.dlc) |
68
  | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.444 ms | 51 - 51 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
69
+ | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.184 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
70
+ | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 10.402 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
71
+ | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.077 ms | 0 - 62 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
72
+ | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.481 ms | 0 - 56 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
73
+ | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.903 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
74
+ | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.089 ms | 0 - 31 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
75
+ | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.21 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
76
+ | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.439 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
77
+ | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.079 ms | 0 - 65 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
78
+ | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.418 ms | 0 - 61 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
79
+ | ResNeXt50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 56.131 ms | 0 - 188 MB | GPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
80
+ | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.184 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
81
+ | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 10.402 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
82
+ | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.906 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
83
+ | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.08 ms | 0 - 31 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
84
+ | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.469 ms | 0 - 51 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
85
+ | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.709 ms | 0 - 50 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
86
+ | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.917 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
87
+ | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.089 ms | 0 - 18 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
88
+ | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.21 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
89
+ | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.439 ms | 0 - 47 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
90
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.918 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
91
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.083 ms | 0 - 14 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
92
  | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.375 ms | 0 - 41 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
93
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.677 ms | 0 - 59 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
94
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.81 ms | 0 - 61 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
95
  | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.979 ms | 0 - 70 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
96
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.676 ms | 0 - 53 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
97
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.733 ms | 0 - 53 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
98
  | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.013 ms | 0 - 56 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
99
+ | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.236 ms | 78 - 78 MB | NPU | [ResNeXt50.dlc](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.dlc) |
100
  | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.362 ms | 28 - 28 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
101
 
102
 
 
155
  ```bash
156
  python -m qai_hub_models.models.resnext50.export
157
  ```
158
+
 
 
 
 
 
 
 
 
 
 
159
 
160
 
161
  ## How does this work?
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