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DenseNet-121

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -1,10 +1,10 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-classification
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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ 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 | 1.929 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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@@ -124,7 +128,7 @@ 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, 48]
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  Total # Ops : 312
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  Compute Unit(s) : NPU (312 ops)
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  ```
 
1
  ---
2
  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
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+ pipeline_tag: image-classification
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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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  |---|---|---|---|---|---|---|---|---|
38
+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.926 ms | 0 - 37 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 | 1.804 ms | 1 - 3 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 | 1.918 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 | 1.291 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 | 1.26 ms | 0 - 18 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 | 1.319 ms | 0 - 42 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 | 1.234 ms | 0 - 29 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 | 1 - 31 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.33 ms | 1 - 26 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 | 53.292 ms | 0 - 17 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 | 53.501 ms | 1 - 8 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 | 1.804 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.304 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 | SA8295P ADP | SA8295P | QNN | 3.918 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.93 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 | 1.8 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8775P ADP | SA8775P | TFLITE | 3.652 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 | SA8775P ADP | SA8775P | QNN | 3.571 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 53.292 ms | 0 - 17 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 | 53.501 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.925 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 | 1.794 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.652 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.571 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.601 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 | 2.706 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.035 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.004 ms | 17 - 17 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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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, 37]
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  Total # Ops : 312
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  Compute Unit(s) : NPU (312 ops)
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  ```