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HRNet-W48-OCR

Image Segmentation
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LiteRT
real_time
android
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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (3) hide show
  1. HRNet-W48-OCR.tflite +2 -2
  2. HRNet-W48-OCR_w8a16.onnx +3 -0
  3. README.md +27 -23
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README.md CHANGED
@@ -36,25 +36,29 @@ 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
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  |---|---|---|---|---|---|---|---|---|
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- | HRNet-W48-OCR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 136692.84 ms | 4 - 603 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 138249.233 ms | 24 - 34 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 78638.983 ms | 20 - 903 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 83256.664 ms | 40 - 666 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 78391.958 ms | 5 - 90 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 82540.772 ms | 24 - 26 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 80910.045 ms | 5 - 604 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 80123.275 ms | 24 - 35 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 82861.536 ms | 12 - 99 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 91304.134 ms | 24 - 114 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 91052.986 ms | 4 - 522 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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- | HRNet-W48-OCR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 57501.338 ms | 7 - 534 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 58552.507 ms | 286 - 693 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 59927.226 ms | 6 - 429 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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- | HRNet-W48-OCR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 48475.012 ms | 0 - 598 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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- | HRNet-W48-OCR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 56904.159 ms | 24 - 515 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 49428.324 ms | 24 - 512 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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- | HRNet-W48-OCR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 83998.842 ms | 24 - 24 MB | NPU | Use Export Script |
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- | HRNet-W48-OCR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 82416.398 ms | 132 - 132 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
 
 
 
 
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@@ -118,10 +122,10 @@ Profiling Results
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  HRNet-W48-OCR
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 136692.8
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- Estimated peak memory usage (MB): [4, 603]
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- Total # Ops : 578
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- Compute Unit(s) : npu (578 ops) gpu (0 ops) cpu (0 ops)
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  ```
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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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+ | HRNet-W48-OCR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 148492.009 ms | 5 - 986 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 171098.235 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 74412.472 ms | 8 - 1521 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 79086.75 ms | 41 - 831 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 90236.349 ms | 3 - 82 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 77574.68 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 76376.764 ms | 5 - 985 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 90305.396 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 82136.957 ms | 5 - 86 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 90295.541 ms | 24 - 105 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 79661.726 ms | 25 - 372 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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+ | HRNet-W48-OCR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 55772.89 ms | 2 - 1114 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 53403.401 ms | 24 - 670 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 71639.55 ms | 28 - 700 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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+ | HRNet-W48-OCR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 44045.913 ms | 0 - 958 MB | NPU | [HRNet-W48-OCR.tflite](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.tflite) |
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+ | HRNet-W48-OCR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 54960.188 ms | 24 - 743 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 39704.708 ms | 24 - 749 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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+ | HRNet-W48-OCR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 80239.422 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | HRNet-W48-OCR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 83262.654 ms | 131 - 131 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR.onnx) |
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+ | HRNet-W48-OCR | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8421.157 ms | 4 - 224 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR_w8a16.onnx) |
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+ | HRNet-W48-OCR | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6374.387 ms | 16 - 916 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR_w8a16.onnx) |
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+ | HRNet-W48-OCR | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8319.646 ms | 11 - 1209 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR_w8a16.onnx) |
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+ | HRNet-W48-OCR | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9659.014 ms | 86 - 86 MB | NPU | [HRNet-W48-OCR.onnx](https://huggingface.co/qualcomm/HRNet-W48-OCR/blob/main/HRNet-W48-OCR_w8a16.onnx) |
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  HRNet-W48-OCR
123
  Device : cs_8275 (ANDROID 14)
124
  Runtime : TFLITE
125
+ Estimated inference time (ms) : 148492.0
126
+ Estimated peak memory usage (MB): [5, 986]
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+ Total # Ops : 579
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+ Compute Unit(s) : npu (579 ops) gpu (0 ops) cpu (0 ops)
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  ```
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