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EfficientViT-l2-cls

Image Classification
PyTorch
LiteRT
ONNX
backbone
real_time
android
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@@ -36,25 +36,25 @@ 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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- | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.854 ms | 0 - 28 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.864 ms | 0 - 2 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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- | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 18.671 ms | 0 - 285 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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- | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 13.617 ms | 0 - 272 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.167 ms | 1 - 20 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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- | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.463 ms | 0 - 149 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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- | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.774 ms | 0 - 246 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.875 ms | 0 - 136 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 14.429 ms | 1 - 115 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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- | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 149.651 ms | 0 - 242 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 141.426 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.791 ms | 0 - 28 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.921 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 25.24 ms | 0 - 243 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 19.65 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.345 ms | 0 - 212 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 17.411 ms | 1 - 98 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.581 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.475 ms | 130 - 130 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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@@ -118,8 +118,8 @@ Profiling Results
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  EfficientViT-l2-cls
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 18.9
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- Estimated peak memory usage (MB): [0, 28]
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  Total # Ops : 675
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  Compute Unit(s) : NPU (675 ops)
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  ```
 
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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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+ | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.848 ms | 0 - 27 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.805 ms | 1 - 3 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 18.603 ms | 0 - 446 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 13.69 ms | 0 - 271 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.292 ms | 1 - 19 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.418 ms | 1 - 145 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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+ | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.068 ms | 0 - 246 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 14.407 ms | 7 - 142 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 14.527 ms | 1 - 116 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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+ | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 149.5 ms | 0 - 243 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 140.795 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.888 ms | 0 - 27 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.867 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 25.076 ms | 0 - 243 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 19.583 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 16.969 ms | 0 - 212 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 17.631 ms | 0 - 100 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.538 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.396 ms | 131 - 131 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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  EfficientViT-l2-cls
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 18.8
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+ Estimated peak memory usage (MB): [0, 27]
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  Total # Ops : 675
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  Compute Unit(s) : NPU (675 ops)
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  ```