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DenseNet-121

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@@ -35,39 +35,39 @@ 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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- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.933 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.0 ms | 0 - 38 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.887 ms | 0 - 45 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.291 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.336 ms | 0 - 25 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.307 ms | 0 - 43 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.23 ms | 0 - 25 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.267 ms | 0 - 23 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.344 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.927 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.802 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA7255P ADP | SA7255P | TFLITE | 53.387 ms | 0 - 19 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA7255P ADP | SA7255P | QNN | 53.629 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.924 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.8 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.297 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8295P ADP | SA8295P | QNN | 3.374 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.928 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.806 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8775P ADP | SA8775P | TFLITE | 3.654 ms | 0 - 19 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8775P ADP | SA8775P | QNN | 3.589 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.615 ms | 0 - 24 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.688 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.033 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.037 ms | 17 - 17 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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  pip install qai-hub-models
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  ```
@@ -151,7 +151,7 @@ from qai_hub_models.models.densenet121 import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -243,7 +243,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of DenseNet-121 can be found [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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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+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.929 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.997 ms | 0 - 37 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.905 ms | 0 - 56 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon�� 8 Gen 3 | TFLITE | 1.294 ms | 0 - 21 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.331 ms | 0 - 25 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.34 ms | 0 - 44 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.018 ms | 0 - 25 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.042 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.326 ms | 1 - 28 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.929 ms | 0 - 49 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.8 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA7255P ADP | SA7255P | TFLITE | 53.295 ms | 0 - 18 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA7255P ADP | SA7255P | QNN | 53.485 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.933 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.799 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.334 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8295P ADP | SA8295P | QNN | 3.271 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.929 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.805 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8775P ADP | SA8775P | TFLITE | 3.633 ms | 0 - 19 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8775P ADP | SA8775P | QNN | 3.578 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.634 ms | 0 - 27 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.702 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.011 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.01 ms | 17 - 17 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  ## Installation
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+ Install the package via pip:
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  ```bash
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  pip install qai-hub-models
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  ```
 
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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of DenseNet-121 can be found
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+ [here](https://github.com/pytorch/vision/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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