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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

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  1. README.md +46 -46
README.md CHANGED
@@ -36,49 +36,49 @@ 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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- | DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.242 ms | 0 - 34 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 7.861 ms | 1 - 10 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.716 ms | 0 - 55 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.364 ms | 1 - 37 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.906 ms | 0 - 98 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.729 ms | 1 - 4 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.983 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.666 ms | 1 - 15 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.242 ms | 0 - 34 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 7.861 ms | 1 - 10 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.902 ms | 0 - 97 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.729 ms | 1 - 3 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.335 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.102 ms | 0 - 18 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.901 ms | 0 - 97 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.719 ms | 1 - 12 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.983 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.666 ms | 1 - 15 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.905 ms | 0 - 96 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.741 ms | 0 - 9 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.682 ms | 0 - 56 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.27 ms | 0 - 51 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.193 ms | 0 - 38 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.155 ms | 0 - 64 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.142 ms | 0 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.047 ms | 1 - 26 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.905 ms | 1 - 28 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.971 ms | 1 - 1 MB | NPU | Use Export Script |
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- | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.012 ms | 15 - 15 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.639 ms | 0 - 33 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.314 ms | 0 - 42 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.319 ms | 0 - 14 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.682 ms | 0 - 35 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 90.118 ms | 7 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 98.278 ms | 0 - 33 MB | GPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.639 ms | 0 - 33 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.321 ms | 0 - 15 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.9 ms | 0 - 35 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.326 ms | 0 - 18 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.682 ms | 0 - 35 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.295 ms | 0 - 18 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.678 ms | 0 - 44 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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- | DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.23 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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@@ -143,7 +143,7 @@ DenseNet-121
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 8.2
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- Estimated peak memory usage (MB): [0, 34]
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  Total # Ops : 312
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  Compute Unit(s) : npu (312 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -232,13 +232,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.densenet121.demo --on-device
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  ```
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238
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
239
  environment, please add the following to your cell (instead of the above).
240
  ```
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- %run -m qai_hub_models.models.densenet121.demo -- --on-device
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  ```
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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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+ | DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.23 ms | 0 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 7.848 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.611 ms | 0 - 51 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.175 ms | 1 - 39 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.902 ms | 0 - 114 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.738 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.964 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.693 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.23 ms | 0 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 7.848 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.913 ms | 0 - 114 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.727 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.318 ms | 0 - 39 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.063 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.903 ms | 0 - 114 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.738 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.964 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.693 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.903 ms | 0 - 114 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.734 ms | 1 - 9 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.701 ms | 0 - 56 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.271 ms | 0 - 50 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.193 ms | 1 - 36 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.201 ms | 0 - 61 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.156 ms | 0 - 44 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.073 ms | 1 - 27 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.127 ms | 1 - 28 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.976 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.961 ms | 16 - 16 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.984 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.18 ms | 0 - 49 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.007 ms | 0 - 22 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.436 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 93.679 ms | 6 - 40 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 112.3 ms | 0 - 36 MB | GPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.984 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.04 ms | 0 - 24 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.909 ms | 0 - 39 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.022 ms | 0 - 23 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.436 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.024 ms | 0 - 23 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.19 ms | 0 - 47 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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+ | DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.865 ms | 0 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 8.2
146
+ Estimated peak memory usage (MB): [0, 37]
147
  Total # Ops : 312
148
  Compute Unit(s) : npu (312 ops) gpu (0 ops) cpu (0 ops)
149
  ```
 
232
  You can also run the demo on-device.
233
 
234
  ```bash
235
+ python -m qai_hub_models.models.densenet121.demo --eval-mode on-device
236
  ```
237
 
238
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
239
  environment, please add the following to your cell (instead of the above).
240
  ```
241
+ %run -m qai_hub_models.models.densenet121.demo -- --eval-mode on-device
242
  ```
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