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PSPNet

Image Segmentation
PyTorch
LiteRT
bu_auto
android
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v0.44.0

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See https://github.com/quic/ai-hub-models/releases/v0.44.0 for changelog.

Files changed (6) hide show
  1. DEPLOYMENT_MODEL_LICENSE.pdf +0 -3
  2. LICENSE +0 -1
  3. PSPNet_float.dlc +1 -1
  4. PSPNet_float.onnx.zip +2 -2
  5. PSPNet_float.tflite +2 -2
  6. README.md +21 -21
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LICENSE CHANGED
@@ -1,2 +1 @@
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  The license of the original trained model can be found at https://github.com/hszhao/semseg/blob/master/LICENSE.
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- The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
 
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  The license of the original trained model can be found at https://github.com/hszhao/semseg/blob/master/LICENSE.
 
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README.md CHANGED
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  library_name: pytorch
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  license: other
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  tags:
 
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  - android
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  pipeline_tag: image-segmentation
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@@ -31,26 +32,26 @@ 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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- | PSPNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3725.883 ms | 114 - 621 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1502.055 ms | 0 - 465 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2139.674 ms | 10 - 273 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1124.616 ms | 0 - 152 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1724.95 ms | 0 - 48 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 599.215 ms | 3 - 38 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1308.365 ms | 0 - 345 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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- | PSPNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1814.63 ms | 127 - 636 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 647.279 ms | 0 - 463 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1277.954 ms | 0 - 689 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 476.866 ms | 3 - 528 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1003.333 ms | 32 - 418 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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- | PSPNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1251.199 ms | 0 - 507 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 376.561 ms | 0 - 456 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 974.643 ms | 8 - 391 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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- | PSPNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1311.447 ms | 0 - 520 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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- | PSPNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 380.886 ms | 3 - 471 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 1045.72 ms | 10 - 404 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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- | PSPNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 600.96 ms | 85 - 85 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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- | PSPNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1032.499 ms | 265 - 265 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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@@ -226,7 +227,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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  * The license for the original implementation of PSPNet can be found
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  [here](https://github.com/hszhao/semseg/blob/master/LICENSE).
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- * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  library_name: pytorch
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  license: other
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  tags:
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+ - bu_auto
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  - android
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  pipeline_tag: image-segmentation
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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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+ | PSPNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1668.832 ms | 117 - 878 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1501.062 ms | 0 - 681 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1517.133 ms | 15 - 533 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1115.893 ms | 3 - 400 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 599.337 ms | 128 - 131 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 593.125 ms | 3 - 5 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1307.328 ms | 71 - 232 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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+ | PSPNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3023.934 ms | 119 - 878 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 646.417 ms | 0 - 682 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 543.73 ms | 111 - 1069 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 473.761 ms | 25 - 921 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 997.496 ms | 78 - 801 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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+ | PSPNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 375.278 ms | 110 - 864 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 379.078 ms | 2 - 673 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 975.577 ms | 138 - 716 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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+ | PSPNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 320.19 ms | 67 - 829 MB | NPU | [PSPNet.tflite](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.tflite) |
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+ | PSPNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 382.858 ms | 5 - 695 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 1048.343 ms | 13 - 604 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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+ | PSPNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 601.791 ms | 3 - 3 MB | NPU | [PSPNet.dlc](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.dlc) |
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+ | PSPNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1030.685 ms | 265 - 265 MB | NPU | [PSPNet.onnx.zip](https://huggingface.co/qualcomm/PSPNet/blob/main/PSPNet.onnx.zip) |
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  ## License
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  * The license for the original implementation of PSPNet can be found
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  [here](https://github.com/hszhao/semseg/blob/master/LICENSE).
 
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