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DDRNet23-Slim

Image Segmentation
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LiteRT
real_time
android
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@@ -1,10 +1,10 @@
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  ---
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  library_name: pytorch
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  license: mit
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- pipeline_tag: image-segmentation
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  tags:
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  - real_time
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  - android
 
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  ---
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@@ -37,31 +37,35 @@ 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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- | DDRNet23-Slim | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.079 ms | 1 - 22 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 | 5.105 ms | 9 - 28 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 | 7.409 ms | 11 - 54 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 | 3.51 ms | 0 - 34 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 | 3.515 ms | 9 - 43 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 | 5.164 ms | 11 - 51 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 | 3.532 ms | 0 - 33 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 | 3.574 ms | 9 - 41 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.243 ms | 3 - 41 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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- | DDRNet23-Slim | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.103 ms | 1 - 16 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 | 4.552 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA7255P ADP | SA7255P | TFLITE | 180.228 ms | 1 - 28 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 | 179.797 ms | 4 - 14 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.198 ms | 1 - 20 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 | 4.632 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8295P ADP | SA8295P | TFLITE | 8.886 ms | 1 - 29 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 | 8.571 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.124 ms | 1 - 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 | 4.665 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | SA8775P ADP | SA8775P | TFLITE | 10.036 ms | 1 - 27 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 | 9.504 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.533 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.591 ms | 8 - 35 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.918 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | DDRNet23-Slim | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.409 ms | 9 - 9 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
 
 
 
 
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@@ -126,7 +130,7 @@ 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) : 5.1
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- Estimated peak memory usage (MB): [1, 22]
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  Total # Ops : 131
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  Compute Unit(s) : NPU (131 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: mit
 
4
  tags:
5
  - real_time
6
  - android
7
+ pipeline_tag: image-segmentation
8
 
9
  ---
10
 
 
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | DDRNet23-Slim | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.127 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 | 4.661 ms | 9 - 12 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 | 7.407 ms | 11 - 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 | 3.505 ms | 0 - 33 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 | 3.201 ms | 9 - 28 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 | 5.17 ms | 11 - 52 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 | 3.512 ms | 0 - 33 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 | 3.616 ms | 9 - 42 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.469 ms | 11 - 49 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 | 180.273 ms | 1 - 26 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 | 179.718 ms | 4 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.035 ms | 2 - 23 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 | 4.592 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | SA8295P ADP | SA8295P | TFLITE | 8.87 ms | 1 - 23 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 | 8.522 ms | 0 - 13 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.152 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.599 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | SA8775P ADP | SA8775P | TFLITE | 10.011 ms | 1 - 26 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 | 9.538 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 180.273 ms | 1 - 26 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 | 179.718 ms | 4 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.063 ms | 1 - 20 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 | 4.544 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 10.011 ms | 1 - 26 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 | 9.538 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.441 ms | 1 - 31 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 | 7.668 ms | 7 - 35 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.952 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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+ | DDRNet23-Slim | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.377 ms | 9 - 9 MB | FP16 | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 5.1
133
+ Estimated peak memory usage (MB): [1, 15]
134
  Total # Ops : 131
135
  Compute Unit(s) : NPU (131 ops)
136
  ```