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DDRNet23-Slim

Image Segmentation
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v0.30.2

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See https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.

Files changed (3) hide show
  1. DDRNet23-Slim.onnx +2 -2
  2. DDRNet23-Slim.tflite +2 -2
  3. README.md +33 -33
DDRNet23-Slim.onnx CHANGED
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README.md CHANGED
@@ -37,35 +37,35 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
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- | DDRNet23-Slim | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.615 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 | 24.354 ms | 0 - 10 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.779 ms | 1 - 41 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 | 9.115 ms | 8 - 44 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 5.072 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 | 4.311 ms | 9 - 12 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 8.122 ms | 1 - 36 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 | 7.515 ms | 1 - 16 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.615 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 | 24.354 ms | 0 - 10 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.976 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.423 ms | 9 - 12 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.873 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 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.975 ms | 0 - 17 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.977 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 | 4.361 ms | 12 - 14 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 8.122 ms | 1 - 36 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 | 7.515 ms | 1 - 16 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.871 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 | 4.278 ms | 9 - 20 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.267 ms | 12 - 55 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 | 3.404 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 | 3.01 ms | 9 - 46 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.056 ms | 11 - 59 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 | 2.898 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 | 2.953 ms | 9 - 44 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.639 ms | 2 - 44 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 | 4.619 ms | 9 - 9 MB | NPU | Use Export Script |
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- | DDRNet23-Slim | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.746 ms | 9 - 9 MB | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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@@ -129,10 +129,10 @@ Profiling Results
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  DDRNet23-Slim
130
  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 25.6
133
- Estimated peak memory usage (MB): [1, 33]
134
- Total # Ops : 131
135
- Compute Unit(s) : npu (131 ops) gpu (0 ops) cpu (0 ops)
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  ```
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38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | DDRNet23-Slim | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 113.357 ms | 3 - 45 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 | 96.253 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 49.446 ms | 2 - 53 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 | 60.213 ms | 20 - 75 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 40.708 ms | 2 - 20 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 | 31.825 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 49.015 ms | 2 - 46 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 | 39.42 ms | 24 - 39 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 113.357 ms | 3 - 45 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 | 96.253 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 40.579 ms | 2 - 23 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 | 32.133 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 56.216 ms | 2 - 47 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 | 43.951 ms | 24 - 42 MB | NPU | Use Export Script |
54
+ | DDRNet23-Slim | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 40.686 ms | 2 - 27 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
55
+ | DDRNet23-Slim | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 32.168 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 49.015 ms | 2 - 46 MB | NPU | [DDRNet23-Slim.tflite](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.tflite) |
57
+ | DDRNet23-Slim | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 39.42 ms | 24 - 39 MB | NPU | Use Export Script |
58
+ | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 40.839 ms | 2 - 21 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 | 32.477 ms | 26 - 52 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.108 ms | 26 - 80 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 | 26.962 ms | 2 - 52 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 | 23.0 ms | 24 - 84 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 31.739 ms | 28 - 89 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 | 27.5 ms | 2 - 48 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 | 18.908 ms | 24 - 81 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 17.318 ms | 27 - 72 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 | 32.53 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | DDRNet23-Slim | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.462 ms | 24 - 24 MB | NPU | [DDRNet23-Slim.onnx](https://huggingface.co/qualcomm/DDRNet23-Slim/blob/main/DDRNet23-Slim.onnx) |
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129
  DDRNet23-Slim
130
  Device : cs_8275 (ANDROID 14)
131
  Runtime : TFLITE
132
+ Estimated inference time (ms) : 113.4
133
+ Estimated peak memory usage (MB): [3, 45]
134
+ Total # Ops : 133
135
+ Compute Unit(s) : npu (133 ops) gpu (0 ops) cpu (0 ops)
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  ```
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