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v0.44.0

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See https://github.com/quic/ai-hub-models/releases/v0.44.0 for changelog.

Files changed (10) hide show
  1. DEPLOYMENT_MODEL_LICENSE.pdf +0 -3
  2. DenseNet-121_float.dlc +1 -1
  3. DenseNet-121_float.onnx.zip +2 -2
  4. DenseNet-121_float.tflite +2 -2
  5. DenseNet-121_w8a16.dlc +1 -1
  6. DenseNet-121_w8a8.dlc +1 -1
  7. DenseNet-121_w8a8.tflite +2 -2
  8. LICENSE +0 -1
  9. README.md +72 -72
  10. tool-versions.yaml +1 -1
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LICENSE CHANGED
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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.
 
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  The license of the original trained model can be found at https://github.com/pytorch/vision/blob/main/LICENSE.
 
README.md CHANGED
@@ -3,6 +3,7 @@ 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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  pipeline_tag: image-classification
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@@ -38,77 +39,77 @@ 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 | 8.258 ms | 0 - 41 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_DLC | 7.921 ms | 1 - 27 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.598 ms | 0 - 61 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_DLC | 3.218 ms | 1 - 41 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.926 ms | 0 - 107 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_DLC | 1.756 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.805 ms | 0 - 40 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
48
- | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.973 ms | 0 - 41 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_DLC | 2.741 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 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.258 ms | 0 - 41 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_DLC | 7.921 ms | 1 - 27 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.927 ms | 0 - 113 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_DLC | 1.752 ms | 0 - 11 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.32 ms | 0 - 47 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
55
- | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.022 ms | 1 - 34 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.93 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_DLC | 1.757 ms | 0 - 29 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
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- | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.973 ms | 0 - 41 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_DLC | 2.741 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.266 ms | 0 - 57 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 | 1.197 ms | 1 - 41 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 | 1.21 ms | 0 - 55 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
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- | DenseNet-121 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.94 ms | 0 - 45 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.865 ms | 1 - 34 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.922 ms | 0 - 33 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
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- | DenseNet-121 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.805 ms | 0 - 49 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.709 ms | 1 - 36 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.837 ms | 1 - 33 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
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- | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.989 ms | 34 - 34 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 | 1.721 ms | 15 - 15 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
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- | DenseNet-121 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.21 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.954 ms | 0 - 50 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 | 3.123 ms | 0 - 12 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 | 3.494 ms | 0 - 41 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 | 6.21 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.113 ms | 0 - 13 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 | 5.516 ms | 0 - 47 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 | 3.093 ms | 0 - 12 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 | 3.494 ms | 0 - 41 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 | 2.132 ms | 0 - 50 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.739 ms | 0 - 42 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.21 ms | 0 - 48 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 | 3.437 ms | 8 - 8 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
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- | DenseNet-121 | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | TFLITE | 64.53 ms | 6 - 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 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.679 ms | 0 - 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 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.96 ms | 0 - 38 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 | 2.398 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.752 ms | 0 - 46 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 | 2.227 ms | 0 - 25 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 | 2.403 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 | 2.657 ms | 0 - 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.755 ms | 0 - 38 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
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- | DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 90.727 ms | 3 - 37 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 | 4.679 ms | 0 - 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 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.96 ms | 0 - 38 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 | 2.252 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.41 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 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.07 ms | 0 - 43 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 | 3.291 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 | 2.258 ms | 0 - 25 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 | 2.394 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 | 2.657 ms | 0 - 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 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.755 ms | 0 - 38 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 | 1.63 ms | 0 - 50 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 | 1.717 ms | 0 - 47 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
106
- | DenseNet-121 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.096 ms | 0 - 42 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
107
- | DenseNet-121 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.04 ms | 0 - 44 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
108
- | DenseNet-121 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 27.615 ms | 6 - 34 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
109
- | DenseNet-121 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.987 ms | 0 - 43 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
110
- | DenseNet-121 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.927 ms | 0 - 44 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
111
- | DenseNet-121 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.679 ms | 22 - 22 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
112
 
113
 
114
 
@@ -284,7 +285,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
284
  ## License
285
  * The license for the original implementation of DenseNet-121 can be found
286
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
287
- * 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)
288
 
289
 
290
 
 
3
  license: other
4
  tags:
5
  - backbone
6
+ - bu_auto
7
  - android
8
  pipeline_tag: image-classification
9
 
 
39
 
40
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
41
  |---|---|---|---|---|---|---|---|---|
42
+ | DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 7.972 ms | 0 - 144 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
43
+ | DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.967 ms | 1 - 130 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
44
+ | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.198 ms | 0 - 185 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
45
+ | DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.177 ms | 1 - 171 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
46
+ | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.754 ms | 0 - 2 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
47
+ | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.754 ms | 1 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
48
+ | DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.742 ms | 0 - 18 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
49
+ | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.755 ms | 0 - 144 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
50
+ | DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.738 ms | 1 - 130 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
51
+ | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 7.972 ms | 0 - 144 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
52
+ | DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.967 ms | 1 - 130 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
53
+ | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.753 ms | 0 - 2 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
54
+ | DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.751 ms | 1 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
55
+ | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.026 ms | 0 - 152 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
56
+ | DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.032 ms | 0 - 136 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
57
+ | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.753 ms | 0 - 3 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
58
+ | DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.76 ms | 1 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
59
+ | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.755 ms | 0 - 144 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
60
+ | DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.738 ms | 1 - 130 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
61
+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.206 ms | 0 - 188 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
62
+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.201 ms | 1 - 173 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
63
+ | DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.212 ms | 0 - 156 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
64
+ | DenseNet-121 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.867 ms | 0 - 147 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
65
+ | DenseNet-121 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.866 ms | 0 - 133 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
66
+ | DenseNet-121 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.924 ms | 0 - 109 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
67
+ | DenseNet-121 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.713 ms | 0 - 150 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
68
+ | DenseNet-121 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.709 ms | 1 - 134 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
69
+ | DenseNet-121 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.812 ms | 1 - 109 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
70
+ | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.997 ms | 1 - 1 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.dlc) |
71
+ | DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.725 ms | 15 - 15 MB | NPU | [DenseNet-121.onnx.zip](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx.zip) |
72
+ | DenseNet-121 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.221 ms | 0 - 151 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
73
+ | DenseNet-121 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 5.003 ms | 0 - 181 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
74
+ | DenseNet-121 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.118 ms | 0 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
75
+ | DenseNet-121 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 15.196 ms | 0 - 151 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
76
+ | DenseNet-121 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.221 ms | 0 - 151 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
77
+ | DenseNet-121 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.126 ms | 0 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
78
+ | DenseNet-121 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.514 ms | 0 - 160 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
79
+ | DenseNet-121 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.119 ms | 0 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
80
+ | DenseNet-121 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 15.196 ms | 0 - 151 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
81
+ | DenseNet-121 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.136 ms | 0 - 180 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
82
+ | DenseNet-121 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.744 ms | 0 - 147 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
83
+ | DenseNet-121 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.217 ms | 0 - 160 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
84
+ | DenseNet-121 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.448 ms | 0 - 0 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a16.dlc) |
85
+ | DenseNet-121 | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | TFLITE | 84.759 ms | 6 - 34 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
86
+ | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.633 ms | 0 - 148 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
87
+ | DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.959 ms | 0 - 148 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
88
+ | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.445 ms | 0 - 175 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
89
+ | DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.697 ms | 0 - 170 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
90
+ | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.256 ms | 0 - 2 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
91
+ | DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.415 ms | 0 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
92
+ | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.637 ms | 0 - 148 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
93
+ | DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 11.916 ms | 0 - 147 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
94
+ | DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 33.486 ms | 0 - 56 MB | GPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
95
+ | DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.633 ms | 0 - 148 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
96
+ | DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.959 ms | 0 - 148 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
97
+ | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.256 ms | 0 - 3 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
98
+ | DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.419 ms | 0 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
99
+ | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.144 ms | 0 - 157 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
100
+ | DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.322 ms | 0 - 155 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
101
+ | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.249 ms | 0 - 3 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
102
+ | DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.415 ms | 0 - 2 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
103
+ | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.637 ms | 0 - 148 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
104
+ | DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 11.916 ms | 0 - 147 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
105
+ | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.623 ms | 0 - 171 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
106
+ | DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.697 ms | 0 - 172 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
107
+ | DenseNet-121 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.012 ms | 0 - 151 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
108
+ | DenseNet-121 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.043 ms | 0 - 152 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
109
+ | DenseNet-121 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 26.527 ms | 5 - 152 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
110
+ | DenseNet-121 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.872 ms | 0 - 153 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
111
+ | DenseNet-121 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.926 ms | 0 - 153 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
112
+ | DenseNet-121 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.682 ms | 0 - 0 MB | NPU | [DenseNet-121.dlc](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.dlc) |
113
 
114
 
115
 
 
285
  ## License
286
  * The license for the original implementation of DenseNet-121 can be found
287
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
288
 
289
 
290
 
tool-versions.yaml CHANGED
@@ -1,3 +1,3 @@
1
  tool_versions:
2
  qnn_dlc:
3
- qairt: 2.40.0.251030114326_189385
 
1
  tool_versions:
2
  qnn_dlc:
3
+ qairt: 2.41.0.251128145156_191518