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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (8) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. DenseNet-121.onnx +2 -2
  4. DenseNet-121_w8a16.dlc +2 -2
  5. DenseNet-121_w8a8.dlc +2 -2
  6. DenseNet-121_w8a8.tflite +1 -1
  7. LICENSE +2 -0
  8. README.md +47 -46
.gitattributes CHANGED
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  DenseNet-121.dlc filter=lfs diff=lfs merge=lfs -text
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  DenseNet-121_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
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LICENSE ADDED
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+ The license of the original trained model can be found at https://github.com/pytorch/vision/blob/main/LICENSE.
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+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
README.md CHANGED
@@ -30,9 +30,10 @@ More details on model performance across various devices, can be found
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  - **Model Stats:**
31
  - 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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  |---|---|---|---|---|---|---|---|---|
@@ -56,55 +57,55 @@ More details on model performance across various devices, can be found
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  | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.689 ms | 1 - 23 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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  | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.904 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_DLC | 1.743 ms | 1 - 9 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.656 ms | 0 - 59 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 | 1.265 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_DLC | 1.198 ms | 1 - 35 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.175 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 | 1.154 ms | 0 - 43 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_DLC | 0.874 ms | 1 - 28 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.088 ms | 1 - 30 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_DLC | 2.507 ms | 32 - 32 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.958 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 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.25 ms | 0 - 31 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.91 ms | 0 - 40 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.524 ms | 0 - 22 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.868 ms | 0 - 32 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.25 ms | 0 - 31 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.507 ms | 0 - 23 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.654 ms | 0 - 33 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.516 ms | 0 - 22 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.868 ms | 0 - 32 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.513 ms | 0 - 23 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.759 ms | 0 - 43 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.42 ms | 0 - 38 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.891 ms | 12 - 12 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.975 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 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.315 ms | 0 - 41 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.221 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.197 ms | 0 - 54 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.007 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.817 ms | 0 - 13 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.435 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.182 ms | 0 - 42 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 65.776 ms | 6 - 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 | 100.857 ms | 0 - 34 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 | 5.975 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 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.315 ms | 0 - 41 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.002 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.831 ms | 0 - 19 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.934 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 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.982 ms | 0 - 44 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.998 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.819 ms | 0 - 14 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.435 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 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.182 ms | 0 - 42 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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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 S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.826 ms | 0 - 14 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.194 ms | 0 - 48 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 | QNN_DLC | 2.045 ms | 0 - 51 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.86 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.293 ms | 0 - 47 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
107
- | DenseNet-121 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.309 ms | 25 - 25 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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30
  - **Model Stats:**
31
  - Model checkpoint: Imagenet
32
  - Input resolution: 224x224
33
+ - Number of parameters: 7.99M
34
  - Model size (float): 30.5 MB
35
+ - Model size (w8a16): 8.72 MB
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+ - Model size (w8a8): 8.30 MB
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
 
57
  | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.689 ms | 1 - 23 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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  | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.904 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_DLC | 1.743 ms | 1 - 9 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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+ | DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.717 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.265 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_DLC | 1.198 ms | 1 - 35 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.207 ms | 0 - 60 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 | 1.154 ms | 0 - 43 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_DLC | 0.874 ms | 1 - 28 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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+ | DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.132 ms | 1 - 29 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_DLC | 2.507 ms | 32 - 32 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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+ | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.963 ms | 15 - 15 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
69
+ | DenseNet-121 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.283 ms | 0 - 31 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
70
+ | DenseNet-121 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.902 ms | 0 - 41 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
71
+ | DenseNet-121 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.532 ms | 0 - 23 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
72
+ | DenseNet-121 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.859 ms | 0 - 32 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
73
+ | DenseNet-121 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.283 ms | 0 - 31 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
74
+ | DenseNet-121 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.525 ms | 0 - 22 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
75
+ | DenseNet-121 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.63 ms | 0 - 33 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
76
+ | DenseNet-121 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.52 ms | 0 - 23 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
77
+ | DenseNet-121 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.859 ms | 0 - 32 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
78
+ | DenseNet-121 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.531 ms | 0 - 22 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
79
+ | DenseNet-121 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.76 ms | 0 - 38 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
80
+ | DenseNet-121 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.415 ms | 0 - 37 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
81
+ | DenseNet-121 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.897 ms | 12 - 12 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
82
+ | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.004 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
83
+ | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.323 ms | 0 - 42 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
84
+ | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.144 ms | 0 - 49 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
85
+ | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.228 ms | 0 - 51 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
86
+ | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.046 ms | 0 - 22 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
87
+ | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.827 ms | 0 - 14 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
88
+ | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.447 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
89
+ | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.187 ms | 0 - 42 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
90
+ | DenseNet-121 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 91.483 ms | 7 - 39 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
91
+ | DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 109.372 ms | 0 - 32 MB | GPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
92
+ | DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.004 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
93
+ | DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.323 ms | 0 - 42 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
94
+ | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.026 ms | 0 - 22 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
95
+ | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.821 ms | 0 - 13 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
96
+ | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.924 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
97
+ | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.962 ms | 0 - 43 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
98
+ | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.005 ms | 0 - 22 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
99
+ | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.837 ms | 0 - 13 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
100
+ | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.447 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
101
+ | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.187 ms | 0 - 42 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
102
+ | DenseNet-121 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.032 ms | 0 - 23 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
103
+ | DenseNet-121 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.83 ms | 0 - 15 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
104
+ | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.207 ms | 0 - 47 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
105
+ | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.057 ms | 0 - 53 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
106
+ | DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.856 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
107
+ | DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.583 ms | 0 - 47 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
108
+ | DenseNet-121 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.307 ms | 24 - 24 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
109
 
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