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DenseNet-121

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - android
@@ -26,43 +26,59 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 7.97M
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- - Model size: 30.5 MB
 
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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 | 1.902 ms | 0 - 97 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 | 1.883 ms | 0 - 34 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 | 1.7 ms | 0 - 57 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 | 1.281 ms | 0 - 56 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 | 1.261 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 S24 | Snapdragon® 8 Gen 3 | ONNX | 1.145 ms | 0 - 62 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 | 1.139 ms | 0 - 40 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 | 1.138 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.929 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 | SA7255P ADP | SA7255P | TFLITE | 53.335 ms | 0 - 35 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 | 53.21 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.897 ms | 0 - 97 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 | 1.73 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.338 ms | 0 - 38 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 | 3.1 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.898 ms | 0 - 96 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 | 1.736 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8775P ADP | SA8775P | TFLITE | 3.601 ms | 0 - 34 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 | 3.238 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 53.335 ms | 0 - 35 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 53.21 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.901 ms | 0 - 95 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 | 1.716 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.601 ms | 0 - 34 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.238 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.757 ms | 0 - 50 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.973 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.997 ms | 16 - 16 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -124,12 +140,12 @@ python -m qai_hub_models.models.densenet121.export
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  Profiling Results
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  ------------------------------------------------------------
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  DenseNet-121
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 1.9
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- Estimated peak memory usage (MB): [0, 97]
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- Total # Ops : 312
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- Compute Unit(s) : NPU (312 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - backbone
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  - android
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.image_classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 7.97M
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+ - Model size (float): 30.5 MB
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+ - Model size (w8a8): 9.4 MB
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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 | 8.285 ms | 0 - 35 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 | 7.894 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.732 ms | 0 - 52 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 | 3.345 ms | 1 - 38 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.905 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.727 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.956 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 | 2.653 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.285 ms | 0 - 35 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 | 7.894 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.895 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.732 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.336 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 | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.116 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.733 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.956 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 | 2.653 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.9 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.738 ms | 1 - 8 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.688 ms | 0 - 55 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 | 1.273 ms | 0 - 53 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 - 37 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.151 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 | 1.147 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 | 0.917 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 | 1.96 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.05 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 | 4.698 ms | 0 - 34 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 | 3.315 ms | 0 - 45 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 | 2.308 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.715 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 | 92.727 ms | 7 - 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 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 108.538 ms | 0 - 40 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 | 4.698 ms | 0 - 34 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 | 2.304 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 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.903 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.3 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 | 2.715 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 | 2.311 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 | 1.663 ms | 17 - 60 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 | 1.235 ms | 0 - 40 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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  Profiling Results
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  ------------------------------------------------------------
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  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) : 8.3
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+ Estimated peak memory usage (MB): [0, 35]
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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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  ```
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