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EfficientNet-B0

Image Classification
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  ---
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- datasets:
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- - imagenet-1k
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- - imagenet-22k
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  library_name: pytorch
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  license: bsd-3-clause
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  pipeline_tag: image-classification
@@ -38,27 +35,29 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.603 ms | 0 - 2 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.673 ms | 0 - 81 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.591 ms | 0 - 15 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.159 ms | 0 - 76 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.392 ms | 1 - 19 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.2 ms | 0 - 81 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.596 ms | 0 - 2 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.56 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.606 ms | 0 - 1 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.572 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.606 ms | 0 - 292 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.572 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.606 ms | 0 - 23 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.58 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.074 ms | 0 - 84 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.166 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.118 ms | 0 - 31 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.171 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.962 ms | 0 - 35 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.776 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.683 ms | 14 - 14 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
 
 
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  ---
 
 
 
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  library_name: pytorch
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  license: bsd-3-clause
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  pipeline_tag: image-classification
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.601 ms | 0 - 2 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.677 ms | 0 - 311 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.604 ms | 0 - 15 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.123 ms | 0 - 77 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.172 ms | 1 - 20 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
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+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.145 ms | 0 - 83 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.921 ms | 0 - 31 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.198 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.942 ms | 0 - 34 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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+ | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.597 ms | 0 - 2 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.566 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.604 ms | 0 - 2 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.565 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.605 ms | 0 - 1 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.577 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.604 ms | 0 - 2 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.574 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.793 ms | 0 - 38 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.951 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.084 ms | 0 - 84 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
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+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.157 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.763 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.699 ms | 15 - 15 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
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