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Segformer-Base

Image Segmentation
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +133 -136
  2. release_assets.json +26 -28
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
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  Segformer Base is a machine learning model that predicts masks and classes of objects in an image.
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  This is based on the implementation of Segformer-Base found [here](https://github.com/huggingface/transformers/tree/main/src/transformers/models/segformer).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/segformer_base) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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@@ -28,28 +28,28 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-onnx-w8a16.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-qnn_dlc-w8a16.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[Segformer-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/segformer_base)**.
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  ### Option 2: Export with Custom Configurations
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45
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/segformer_base) Python library to compile and export the model with your own:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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  This option is ideal if you need to customize the model beyond the default configuration provided here.
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52
- See our repository for [Segformer-Base on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/segformer_base) for usage instructions.
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  ## Model Details
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@@ -67,131 +67,128 @@ See our repository for [Segformer-Base on GitHub](https://github.com/qualcomm/ai
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | Segformer-Base | ONNX | float | Snapdragon® X2 Elite | 13.523 ms | 35 - 35 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® X Elite | 24.584 ms | 35 - 35 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.358 ms | 25 - 241 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.781 ms | 13 - 232 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.739 ms | 22 - 149 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® QCS8450 | 24.781 ms | 13 - 232 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.269 ms | 21 - 211 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Mobile | 14.413 ms | 21 - 208 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.41 ms | 23 - 26 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 14.413 ms | 21 - 208 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 24.584 ms | 35 - 35 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 5.62 ms | 18 - 18 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® X Elite | 13.445 ms | 17 - 17 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.396 ms | 14 - 247 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.313 ms | 9 - 16 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 7.251 ms | 14 - 217 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 14.461 ms | 14 - 16 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.071 ms | 14 - 236 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.669 ms | 13 - 221 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 91.179 ms | 13 - 244 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 17.071 ms | 14 - 236 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 7.251 ms | 14 - 217 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.445 ms | 17 - 17 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® X2 Elite | 1.949 ms | 9 - 9 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® X Elite | 4.99 ms | 5 - 5 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.227 ms | 0 - 214 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 7.033 ms | 4 - 221 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 19.805 ms | 6 - 9 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.753 ms | 5 - 12 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8450 | 7.033 ms | 4 - 221 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.387 ms | 0 - 193 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.393 ms | 9 - 206 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.116 ms | 6 - 8 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.91 ms | 0 - 196 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 29.703 ms | 7 - 236 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.393 ms | 9 - 206 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.387 ms | 0 - 193 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.99 ms | 5 - 5 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.602 ms | 3 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® X Elite | 23.529 ms | 3 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.421 ms | 0 - 224 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.357 ms | 3 - 226 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8275 | 48.882 ms | 0 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.717 ms | 3 - 22 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8775P | 24.418 ms | 0 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8650P | 24.418 ms | 0 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8255P | 24.418 ms | 0 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8450 | 29.357 ms | 3 - 226 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.722 ms | 3 - 192 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 13.125 ms | 0 - 197 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.004 ms | 3 - 17 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA7255P | 48.882 ms | 0 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8295P | 27.859 ms | 0 - 191 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 13.125 ms | 0 - 197 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.529 ms | 3 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 8.956 ms | 2 - 2 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 19.504 ms | 2 - 2 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 15.2 ms | 0 - 239 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 32.41 ms | 2 - 204 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.429 ms | 2 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8775P | 20.2 ms | 2 - 206 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8650P | 20.2 ms | 2 - 206 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8255P | 20.2 ms | 2 - 206 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 11.232 ms | 2 - 208 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.443 ms | 2 - 9 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.593 ms | 2 - 232 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.75 ms | 2 - 217 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 115.575 ms | 2 - 254 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 34.593 ms | 2 - 232 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.232 ms | 2 - 208 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.504 ms | 2 - 2 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.41 ms | 2 - 204 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.526 ms | 1 - 1 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.326 ms | 1 - 1 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.941 ms | 0 - 196 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.58 ms | 0 - 199 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 21.759 ms | 3 - 7 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 10.872 ms | 1 - 174 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.766 ms | 0 - 18 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.419 ms | 1 - 175 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.419 ms | 1 - 175 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.419 ms | 1 - 175 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.58 ms | 0 - 199 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.854 ms | 0 - 173 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.832 ms | 0 - 178 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.131 ms | 1 - 5 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.872 ms | 1 - 174 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.788 ms | 0 - 172 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.239 ms | 1 - 183 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 28.937 ms | 1 - 188 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.832 ms | 0 - 178 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.854 ms | 0 - 173 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.326 ms | 1 - 1 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.51 ms | 8 - 236 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 29.265 ms | 9 - 233 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® QCS8275 | 48.989 ms | 9 - 200 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.681 ms | 9 - 104 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8775P | 24.499 ms | 0 - 192 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8650P | 24.499 ms | 0 - 192 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8255P | 24.499 ms | 0 - 192 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® QCS8450 | 29.265 ms | 9 - 233 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.679 ms | 10 - 201 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 13.18 ms | 9 - 203 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 25.671 ms | 8 - 30 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA7255P | 48.989 ms | 9 - 200 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8295P | 27.81 ms | 9 - 202 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 13.18 ms | 9 - 203 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.104 ms | 2 - 213 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.1 ms | 2 - 210 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 134.565 ms | 15 - 50 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8275 | 18.268 ms | 2 - 178 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.127 ms | 2 - 5 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8775P | 10.881 ms | 2 - 183 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8650P | 10.881 ms | 2 - 183 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8255P | 10.881 ms | 2 - 183 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.1 ms | 2 - 210 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 5.712 ms | 3 - 179 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.939 ms | 15 - 73 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 10.617 ms | 2 - 12 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA7255P | 18.268 ms | 2 - 178 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8295P | 12.85 ms | 2 - 187 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.553 ms | 1 - 179 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 96.343 ms | 13 - 187 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 38.939 ms | 15 - 73 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 5.712 ms | 3 - 179 MB | NPU
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196
  ## License
197
  * The license for the original implementation of Segformer-Base can be found
 
15
  Segformer Base is a machine learning model that predicts masks and classes of objects in an image.
16
 
17
  This is based on the implementation of Segformer-Base found [here](https://github.com/huggingface/transformers/tree/main/src/transformers/models/segformer).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/segformer_base) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-onnx-w8a16.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-qnn_dlc-w8a16.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[Segformer-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/segformer_base)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/segformer_base) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
+ See our repository for [Segformer-Base on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/segformer_base) for usage instructions.
53
 
54
  ## Model Details
55
 
 
67
  ## Performance Summary
68
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
69
  |---|---|---|---|---|---|---
70
+ | Segformer-Base | ONNX | float | Snapdragon® X2 Elite | 13.539 ms | 35 - 35 MB | NPU
71
+ | Segformer-Base | ONNX | float | Snapdragon® X Elite | 24.478 ms | 35 - 35 MB | NPU
72
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.383 ms | 24 - 241 MB | NPU
73
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.714 ms | 23 - 244 MB | NPU
74
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.675 ms | 19 - 26 MB | NPU
75
+ | Segformer-Base | ONNX | float | Qualcomm® QCS8450 | 24.714 ms | 23 - 244 MB | NPU
76
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.455 ms | 23 - 26 MB | NPU
77
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 24.478 ms | 35 - 35 MB | NPU
78
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 14.478 ms | 20 - 207 MB | NPU
79
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Mobile | 14.478 ms | 20 - 207 MB | NPU
80
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.266 ms | 22 - 213 MB | NPU
81
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 5.622 ms | 18 - 18 MB | NPU
82
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® X Elite | 13.551 ms | 17 - 17 MB | NPU
83
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.385 ms | 13 - 246 MB | NPU
84
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 17.802 ms | 11 - 244 MB | NPU
85
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 53.779 ms | 12 - 14 MB | NPU
86
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.349 ms | 5 - 11 MB | NPU
87
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8450 | 17.802 ms | 11 - 244 MB | NPU
88
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 16.262 ms | 12 - 15 MB | NPU
89
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.551 ms | 17 - 17 MB | NPU
90
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 7.247 ms | 13 - 216 MB | NPU
91
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 7.247 ms | 13 - 216 MB | NPU
92
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.674 ms | 12 - 217 MB | NPU
93
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® X2 Elite | 1.945 ms | 9 - 9 MB | NPU
94
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® X Elite | 5.029 ms | 5 - 5 MB | NPU
95
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.232 ms | 0 - 215 MB | NPU
96
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.985 ms | 6 - 222 MB | NPU
97
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 19.621 ms | 9 - 12 MB | NPU
98
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.758 ms | 5 - 11 MB | NPU
99
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8450 | 6.985 ms | 6 - 222 MB | NPU
100
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.172 ms | 6 - 9 MB | NPU
101
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.029 ms | 5 - 5 MB | NPU
102
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.397 ms | 0 - 192 MB | NPU
103
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.397 ms | 0 - 192 MB | NPU
104
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.905 ms | 0 - 194 MB | NPU
105
+ | Segformer-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.48 ms | 3 - 3 MB | NPU
106
+ | Segformer-Base | QNN_DLC | float | Snapdragon® X Elite | 23.643 ms | 3 - 3 MB | NPU
107
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.369 ms | 3 - 228 MB | NPU
108
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.305 ms | 3 - 226 MB | NPU
109
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 48.868 ms | 0 - 189 MB | NPU
110
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.616 ms | 3 - 142 MB | NPU
111
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA8775P | 24.425 ms | 1 - 193 MB | NPU
112
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA8650P | 24.425 ms | 1 - 193 MB | NPU
113
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA8255P | 24.425 ms | 1 - 193 MB | NPU
114
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8450 | 29.305 ms | 3 - 226 MB | NPU
115
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.204 ms | 3 - 17 MB | NPU
116
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.643 ms | 3 - 3 MB | NPU
117
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 13.368 ms | 3 - 199 MB | NPU
118
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA7255P | 48.868 ms | 0 - 189 MB | NPU
119
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA8295P | 27.858 ms | 0 - 192 MB | NPU
120
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 13.368 ms | 3 - 199 MB | NPU
121
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.672 ms | 3 - 194 MB | NPU
122
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 8.904 ms | 2 - 2 MB | NPU
123
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 19.623 ms | 2 - 2 MB | NPU
124
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 15.268 ms | 0 - 240 MB | NPU
125
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 32.328 ms | 2 - 205 MB | NPU
126
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.24 ms | 2 - 3 MB | NPU
127
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8775P | 20.198 ms | 2 - 206 MB | NPU
128
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8650P | 20.198 ms | 2 - 206 MB | NPU
129
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8255P | 20.198 ms | 2 - 206 MB | NPU
130
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.519 ms | 1 - 9 MB | NPU
131
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.623 ms | 2 - 2 MB | NPU
132
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 160.832 ms | 2 - 256 MB | NPU
133
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 33.905 ms | 2 - 231 MB | NPU
134
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.229 ms | 2 - 208 MB | NPU
135
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.328 ms | 2 - 205 MB | NPU
136
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 11.229 ms | 2 - 208 MB | NPU
137
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.787 ms | 2 - 218 MB | NPU
138
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 33.905 ms | 2 - 231 MB | NPU
139
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.592 ms | 1 - 1 MB | NPU
140
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.373 ms | 1 - 1 MB | NPU
141
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.946 ms | 0 - 198 MB | NPU
142
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.734 ms | 0 - 200 MB | NPU
143
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 21.823 ms | 1 - 6 MB | NPU
144
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 10.861 ms | 1 - 174 MB | NPU
145
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.783 ms | 1 - 22 MB | NPU
146
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.406 ms | 1 - 174 MB | NPU
147
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.406 ms | 1 - 174 MB | NPU
148
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.406 ms | 1 - 174 MB | NPU
149
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.734 ms | 0 - 200 MB | NPU
150
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.14 ms | 1 - 5 MB | NPU
151
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.373 ms | 1 - 1 MB | NPU
152
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 36.986 ms | 1 - 189 MB | NPU
153
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.854 ms | 1 - 182 MB | NPU
154
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.84 ms | 0 - 175 MB | NPU
155
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.861 ms | 1 - 174 MB | NPU
156
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.786 ms | 1 - 173 MB | NPU
157
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.84 ms | 0 - 175 MB | NPU
158
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.248 ms | 1 - 183 MB | NPU
159
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.854 ms | 1 - 182 MB | NPU
160
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.466 ms | 8 - 236 MB | NPU
161
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 29.225 ms | 10 - 234 MB | NPU
162
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 48.924 ms | 10 - 200 MB | NPU
163
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.59 ms | 9 - 126 MB | NPU
164
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8775P | 24.483 ms | 10 - 202 MB | NPU
165
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8650P | 24.483 ms | 10 - 202 MB | NPU
166
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8255P | 24.483 ms | 10 - 202 MB | NPU
167
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS8450 | 29.225 ms | 10 - 234 MB | NPU
168
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 27.443 ms | 8 - 30 MB | NPU
169
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 13.252 ms | 9 - 204 MB | NPU
170
+ | Segformer-Base | TFLITE | float | Qualcomm® SA7255P | 48.924 ms | 10 - 200 MB | NPU
171
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8295P | 27.815 ms | 10 - 202 MB | NPU
172
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 13.252 ms | 9 - 204 MB | NPU
173
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.686 ms | 8 - 200 MB | NPU
174
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.103 ms | 1 - 209 MB | NPU
175
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.075 ms | 2 - 211 MB | NPU
176
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 142.361 ms | 15 - 50 MB | NPU
177
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 18.262 ms | 2 - 178 MB | NPU
178
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.24 ms | 2 - 5 MB | NPU
179
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8775P | 10.899 ms | 2 - 184 MB | NPU
180
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8650P | 10.899 ms | 2 - 184 MB | NPU
181
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8255P | 10.899 ms | 2 - 184 MB | NPU
182
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.075 ms | 2 - 211 MB | NPU
183
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 14.55 ms | 2 - 12 MB | NPU
184
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 95.681 ms | 15 - 188 MB | NPU
185
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 38.879 ms | 15 - 73 MB | NPU
186
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 5.707 ms | 1 - 177 MB | NPU
187
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA7255P | 18.262 ms | 2 - 178 MB | NPU
188
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8295P | 12.854 ms | 2 - 184 MB | NPU
189
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 5.707 ms | 1 - 177 MB | NPU
190
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.549 ms | 2 - 182 MB | NPU
191
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.879 ms | 15 - 73 MB | NPU
 
 
 
192
 
193
  ## License
194
  * The license for the original implementation of Segformer-Base can be found
release_assets.json CHANGED
@@ -1,68 +1,66 @@
1
  {
2
- "version": "0.58.0",
3
  "precisions": {
4
- "w8a8": {
5
  "universal_assets": {
6
- "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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- "litert": "1.4.4"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-tflite-w8a8.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-qnn_dlc-w8a8.zip"
18
  },
19
- "onnx": {
20
  "tool_versions": {
21
- "qairt": "2.45.0.260326154327",
22
- "onnx_runtime": "1.25.0"
23
  },
24
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-onnx-w8a8.zip"
25
  }
26
  }
27
  },
28
- "float": {
29
  "universal_assets": {
30
- "tflite": {
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327",
33
- "litert": "1.4.4"
34
  },
35
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-tflite-float.zip"
36
  },
37
  "qnn_dlc": {
38
  "tool_versions": {
39
  "qairt": "2.45.0.260326154327"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-qnn_dlc-float.zip"
42
- },
43
- "onnx": {
44
- "tool_versions": {
45
- "qairt": "2.45.0.260326154327",
46
- "onnx_runtime": "1.25.0"
47
- },
48
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-onnx-float.zip"
49
  }
50
  }
51
  },
52
- "w8a16": {
53
  "universal_assets": {
 
 
 
 
 
 
 
54
  "qnn_dlc": {
55
  "tool_versions": {
56
  "qairt": "2.45.0.260326154327"
57
  },
58
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-qnn_dlc-w8a16.zip"
59
  },
60
- "onnx": {
61
  "tool_versions": {
62
- "qairt": "2.45.0.260326154327",
63
- "onnx_runtime": "1.25.0"
64
  },
65
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.58.0/segformer_base-onnx-w8a16.zip"
66
  }
67
  }
68
  }
 
1
  {
2
+ "version": "0.59.0",
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  "precisions": {
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+ "float": {
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  "universal_assets": {
6
+ "onnx": {
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  "tool_versions": {
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10
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11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
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  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
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17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-qnn_dlc-float.zip"
18
  },
19
+ "tflite": {
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  "tool_versions": {
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22
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23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-tflite-float.zip"
24
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25
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26
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27
+ "w8a16": {
28
  "universal_assets": {
29
+ "onnx": {
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  "tool_versions": {
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33
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34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-qnn_dlc-w8a16.zip"
 
 
 
 
 
 
 
41
  }
42
  }
43
  },
44
+ "w8a8": {
45
  "universal_assets": {
46
+ "onnx": {
47
+ "tool_versions": {
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-onnx-w8a8.zip"
52
+ },
53
  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
57
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-qnn_dlc-w8a8.zip"
58
  },
59
+ "tflite": {
60
  "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
 
62
  },
63
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.59.0/segformer_base-tflite-w8a8.zip"
64
  }
65
  }
66
  }