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v0.32.0

Browse files

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

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. LICENSE +2 -0
  4. MobileNet-v2.onnx +2 -2
  5. MobileNet-v2_w8a16.dlc +2 -2
  6. MobileNet-v2_w8a16.onnx +2 -2
  7. README.md +23 -23
.gitattributes CHANGED
@@ -37,3 +37,4 @@ MobileNet-v2.so filter=lfs diff=lfs merge=lfs -text
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  MobileNet-v2_w8a16.so filter=lfs diff=lfs merge=lfs -text
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  MobileNet-v2_w8a16.so filter=lfs diff=lfs merge=lfs -text
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  MobileNet-v2.dlc filter=lfs diff=lfs merge=lfs -text
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  MobileNet-v2_w8a16.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/tonylins/pytorch-mobilenet-v2/blob/master/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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README.md CHANGED
@@ -33,7 +33,7 @@ More details on model performance across various devices, can be found
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  - Input resolution: 224x224
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  - Number of parameters: 3.49M
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  - Model size (float): 13.3 MB
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- - Model size (w8a8): 3.42 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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  |---|---|---|---|---|---|---|---|---|
@@ -57,33 +57,33 @@ More details on model performance across various devices, can be found
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  | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.158 ms | 1 - 19 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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  | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.86 ms | 0 - 68 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.838 ms | 0 - 46 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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- | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.718 ms | 0 - 23 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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  | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.579 ms | 0 - 36 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.553 ms | 0 - 31 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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- | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.48 ms | 0 - 33 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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  | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.608 ms | 0 - 27 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.53 ms | 0 - 20 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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- | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.493 ms | 0 - 20 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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  | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.327 ms | 37 - 37 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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- | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.805 ms | 7 - 7 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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- | MobileNet-v2 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.734 ms | 0 - 17 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.981 ms | 0 - 35 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.826 ms | 0 - 28 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.033 ms | 0 - 19 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 2.684 ms | 0 - 19 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.734 ms | 0 - 17 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.823 ms | 0 - 28 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.234 ms | 0 - 22 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.821 ms | 0 - 28 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.033 ms | 0 - 19 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.816 ms | 0 - 28 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 56.532 ms | 0 - 110 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.564 ms | 0 - 33 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 43.03 ms | 3 - 394 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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- | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.445 ms | 0 - 24 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 39.223 ms | 3 - 478 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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- | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.024 ms | 24 - 24 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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- | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 54.625 ms | 29 - 29 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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  - Input resolution: 224x224
34
  - Number of parameters: 3.49M
35
  - Model size (float): 13.3 MB
36
+ - Model size (w8a16): 4.39 MB
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
 
57
  | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.158 ms | 1 - 19 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
58
  | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.86 ms | 0 - 68 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
59
  | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.838 ms | 0 - 46 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.716 ms | 0 - 24 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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  | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.579 ms | 0 - 36 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
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  | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.553 ms | 0 - 31 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
63
+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.485 ms | 0 - 34 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
64
  | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.608 ms | 0 - 27 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
65
  | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.53 ms | 0 - 20 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.51 ms | 1 - 24 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
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  | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.327 ms | 37 - 37 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.dlc) |
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+ | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.79 ms | 7 - 7 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
69
+ | MobileNet-v2 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.739 ms | 0 - 17 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.984 ms | 0 - 31 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.816 ms | 0 - 27 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.028 ms | 0 - 18 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 2.698 ms | 0 - 21 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.739 ms | 0 - 17 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.82 ms | 0 - 28 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.226 ms | 0 - 23 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.822 ms | 0 - 29 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.028 ms | 0 - 18 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.82 ms | 0 - 29 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 57.233 ms | 10 - 71 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
81
+ | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.567 ms | 0 - 31 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 44.723 ms | 1 - 396 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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+ | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.471 ms | 0 - 22 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 38.445 ms | 3 - 479 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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+ | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.024 ms | 18 - 18 MB | NPU | [MobileNet-v2.dlc](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.dlc) |
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+ | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 104.184 ms | 26 - 26 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
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