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EfficientViT-l2-seg

Image Segmentation
PyTorch
ONNX
real_time
android
Model card Files Community
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@@ -36,18 +36,18 @@ 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-seg | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 24783.267 ms | 24 - 27 MB | FP16 | NPU | [EfficientViT-l2-seg.so](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.so) |
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- | EfficientViT-l2-seg | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2112.077 ms | 5 - 287 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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- | EfficientViT-l2-seg | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 18718.372 ms | 26 - 44 MB | FP16 | NPU | [EfficientViT-l2-seg.so](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.so) |
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- | EfficientViT-l2-seg | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2233.69 ms | 137 - 885 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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- | EfficientViT-l2-seg | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 23012.589 ms | 26 - 903 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-seg | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1724.937 ms | 96 - 896 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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- | EfficientViT-l2-seg | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 51934.305 ms | 24 - 31 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-seg | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 24762.126 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-seg | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 31821.67 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-seg | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25347.273 ms | 28 - 1006 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-seg | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25974.076 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-seg | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3097.679 ms | 144 - 144 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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@@ -111,8 +111,8 @@ Profiling Results
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  EfficientViT-l2-seg
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 24783.3
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- Estimated peak memory usage (MB): [24, 27]
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  Total # Ops : 775
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  Compute Unit(s) : NPU (775 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-seg | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 24561.599 ms | 25 - 27 MB | FP16 | NPU | [EfficientViT-l2-seg.so](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.so) |
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+ | EfficientViT-l2-seg | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2190.268 ms | 4 - 309 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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+ | EfficientViT-l2-seg | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 18346.989 ms | 24 - 43 MB | FP16 | NPU | [EfficientViT-l2-seg.so](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.so) |
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+ | EfficientViT-l2-seg | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2166.49 ms | 137 - 853 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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+ | EfficientViT-l2-seg | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 22884.192 ms | 24 - 905 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-seg | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1665.675 ms | 99 - 864 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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+ | EfficientViT-l2-seg | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 51531.954 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-seg | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 24515.599 ms | 25 - 27 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-seg | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 31065.311 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-seg | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25051.338 ms | 28 - 1063 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-seg | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 26442.574 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-seg | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3158.749 ms | 143 - 143 MB | FP16 | NPU | [EfficientViT-l2-seg.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-seg/blob/main/EfficientViT-l2-seg.onnx) |
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  EfficientViT-l2-seg
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 24561.6
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+ Estimated peak memory usage (MB): [25, 27]
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  Total # Ops : 775
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  Compute Unit(s) : NPU (775 ops)
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  ```