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DDRNet23-Slim

Image Segmentation
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real_time
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: mit
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  tags:
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  - real_time
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  - android
@@ -26,7 +26,7 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Semantic segmentation
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  - **Model Stats:**
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  - Model checkpoint: DDRNet23s_imagenet.pth
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  - Inference latency: RealTime
@@ -35,37 +35,37 @@ More details on model performance across various devices, can be found
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  - Model size: 21.7 MB
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  - Number of output classes: 19
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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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- | DDRNet23-Slim | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.99 ms | 1 - 15 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.947 ms | 10 - 21 MB | FP16 | NPU | [DDRNet23-Slim.so](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.so) |
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- | DDRNet23-Slim | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.108 ms | 10 - 51 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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- | DDRNet23-Slim | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.388 ms | 0 - 44 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.4 ms | 9 - 45 MB | FP16 | NPU | [DDRNet23-Slim.so](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.so) |
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- | DDRNet23-Slim | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.103 ms | 10 - 59 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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- | DDRNet23-Slim | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.428 ms | 0 - 38 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.312 ms | 9 - 41 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.632 ms | 1 - 43 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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- | DDRNet23-Slim | SA7255P ADP | SA7255P | TFLITE | 179.923 ms | 1 - 33 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | SA7255P ADP | SA7255P | QNN | 179.352 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.907 ms | 1 - 15 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.454 ms | 9 - 11 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8295P ADP | SA8295P | TFLITE | 8.892 ms | 1 - 32 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | SA8295P ADP | SA8295P | QNN | 7.983 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.859 ms | 2 - 16 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.274 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8775P ADP | SA8775P | TFLITE | 9.723 ms | 1 - 34 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | SA8775P ADP | SA8775P | QNN | 8.963 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 179.923 ms | 1 - 33 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 179.352 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.898 ms | 1 - 15 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.517 ms | 9 - 21 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 9.723 ms | 1 - 34 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 8.963 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.843 ms | 1 - 42 MB | FP16 | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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- | DDRNet23-Slim | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.739 ms | 9 - 41 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.629 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.929 ms | 9 - 9 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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@@ -127,12 +127,12 @@ python -m qai_hub_models.models.ddrnet23_slim.export
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  Profiling Results
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  ------------------------------------------------------------
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  DDRNet23-Slim
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 5.0
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- Estimated peak memory usage (MB): [1, 15]
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- Total # Ops : 131
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- Compute Unit(s) : NPU (131 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - real_time
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  - android
 
26
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.semantic_segmentation
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  - **Model Stats:**
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  - Model checkpoint: DDRNet23s_imagenet.pth
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  - Inference latency: RealTime
 
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  - Model size: 21.7 MB
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  - Number of output classes: 19
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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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+ | DDRNet23-Slim | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.679 ms | 1 - 33 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 24.373 ms | 4 - 14 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.765 ms | 1 - 43 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.302 ms | 9 - 46 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.908 ms | 1 - 13 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.412 ms | 9 - 11 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 8.156 ms | 1 - 35 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.493 ms | 1 - 16 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.679 ms | 1 - 33 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 24.373 ms | 4 - 14 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.893 ms | 1 - 12 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.454 ms | 9 - 12 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.829 ms | 1 - 32 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.975 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.903 ms | 1 - 13 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.43 ms | 9 - 13 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 8.156 ms | 1 - 35 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.493 ms | 1 - 16 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.859 ms | 1 - 15 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.402 ms | 9 - 19 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.163 ms | 7 - 51 MB | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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+ | DDRNet23-Slim | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.406 ms | 0 - 45 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.002 ms | 9 - 45 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.976 ms | 11 - 61 MB | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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+ | DDRNet23-Slim | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.439 ms | 0 - 37 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
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+ | DDRNet23-Slim | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.978 ms | 9 - 43 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.016 ms | 3 - 47 MB | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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+ | DDRNet23-Slim | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.613 ms | 9 - 9 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.801 ms | 9 - 9 MB | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  DDRNet23-Slim
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 25.7
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+ Estimated peak memory usage (MB): [1, 33]
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+ Total # Ops : 131
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+ Compute Unit(s) : npu (131 ops) gpu (0 ops) cpu (0 ops)
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  ```
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