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EfficientNet-B0

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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 (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. EfficientNet-B0.onnx +2 -2
  4. EfficientNet-B0_w8a16.dlc +2 -2
  5. EfficientNet-B0_w8a16.onnx +2 -2
  6. LICENSE +2 -0
  7. README.md +24 -23
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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
@@ -31,7 +31,8 @@ More details on model performance across various devices, can be found
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 5.27M
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- - Model size (float): 20.2 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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  |---|---|---|---|---|---|---|---|---|
@@ -55,33 +56,33 @@ More details on model performance across various devices, can be found
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  | EfficientNet-B0 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.922 ms | 1 - 21 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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  | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.464 ms | 0 - 118 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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  | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.468 ms | 0 - 88 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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- | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.329 ms | 0 - 76 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.048 ms | 0 - 42 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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  | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.023 ms | 1 - 37 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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- | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.96 ms | 0 - 36 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.838 ms | 0 - 27 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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  | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.993 ms | 1 - 26 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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- | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.01 ms | 1 - 26 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.946 ms | 79 - 79 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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- | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.449 ms | 13 - 13 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.242 ms | 0 - 23 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.947 ms | 0 - 35 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.678 ms | 0 - 40 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.0 ms | 0 - 24 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.977 ms | 0 - 31 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.242 ms | 0 - 23 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.685 ms | 0 - 8 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.387 ms | 0 - 26 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.673 ms | 0 - 39 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.0 ms | 0 - 24 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.68 ms | 0 - 39 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.646 ms | 0 - 57 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.128 ms | 0 - 40 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.075 ms | 0 - 52 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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- | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.952 ms | 0 - 30 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.042 ms | 0 - 38 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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- | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.936 ms | 27 - 27 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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- | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.762 ms | 8 - 8 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 5.27M
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+ - Model size (float): 20.1 MB
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+ - Model size (w8a16): 6.99 MB
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
 
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  | EfficientNet-B0 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.922 ms | 1 - 21 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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  | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.464 ms | 0 - 118 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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  | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.468 ms | 0 - 88 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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+ | EfficientNet-B0 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.336 ms | 0 - 76 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.048 ms | 0 - 42 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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  | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.023 ms | 1 - 37 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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+ | EfficientNet-B0 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.966 ms | 0 - 40 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.838 ms | 0 - 27 MB | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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  | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.993 ms | 1 - 26 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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+ | EfficientNet-B0 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.979 ms | 1 - 23 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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  | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.946 ms | 79 - 79 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.dlc) |
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+ | EfficientNet-B0 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.431 ms | 14 - 14 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.247 ms | 0 - 23 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.954 ms | 0 - 39 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.675 ms | 0 - 40 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.961 ms | 0 - 25 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.938 ms | 0 - 31 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.247 ms | 0 - 23 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.673 ms | 0 - 40 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.365 ms | 0 - 26 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.675 ms | 0 - 40 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.961 ms | 0 - 25 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.681 ms | 0 - 39 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.653 ms | 0 - 58 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.122 ms | 0 - 39 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.07 ms | 0 - 51 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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+ | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.944 ms | 0 - 29 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.009 ms | 0 - 38 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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+ | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.935 ms | 28 - 28 MB | NPU | [EfficientNet-B0.dlc](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.dlc) |
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+ | EfficientNet-B0 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.716 ms | 8 - 8 MB | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0_w8a16.onnx) |
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