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Segformer-Base

Image Segmentation
PyTorch
real_time
android
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

Files changed (2) hide show
  1. README.md +143 -142
  2. release_assets.json +9 -9
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: other
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  tags:
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  - real_time
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  - android
@@ -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/v0.60.0/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 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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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43
  ### Option 2: Export with Custom Configurations
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/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/v0.60.0/src/qai_hub_models/models/segformer_base) for usage instructions.
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  ## Model Details
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@@ -67,141 +67,142 @@ 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 | 13.576 ms | 35 - 35 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® X Elite | 24.569 ms | 35 - 35 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.327 ms | 24 - 241 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.66 ms | 0 - 222 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 24.361 ms | 22 - 25 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.66 ms | 0 - 138 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® QCS8450 | 24.66 ms | 0 - 222 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.656 ms | 23 - 26 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 24.569 ms | 35 - 35 MB | NPU
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- | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 14.417 ms | 20 - 211 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Mobile | 14.417 ms | 20 - 211 MB | NPU
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- | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.269 ms | 21 - 213 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 5.599 ms | 18 - 18 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® X Elite | 13.599 ms | 17 - 17 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.427 ms | 13 - 243 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 17.796 ms | 11 - 244 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 54.107 ms | 14 - 16 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.36 ms | 9 - 15 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8450 | 17.796 ms | 11 - 244 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 14.482 ms | 13 - 15 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.599 ms | 17 - 17 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 92.765 ms | 12 - 240 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 17.112 ms | 13 - 234 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 7.285 ms | 13 - 213 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 7.285 ms | 13 - 213 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.669 ms | 13 - 218 MB | NPU
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- | Segformer-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.112 ms | 13 - 234 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® X2 Elite | 1.927 ms | 9 - 9 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® X Elite | 5.011 ms | 5 - 5 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.222 ms | 0 - 213 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 7.095 ms | 0 - 216 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 19.53 ms | 7 - 9 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.625 ms | 5 - 9 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.757 ms | 5 - 11 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8450 | 7.095 ms | 0 - 216 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.15 ms | 8 - 11 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.011 ms | 5 - 5 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 30.773 ms | 7 - 235 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.411 ms | 9 - 205 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.392 ms | 0 - 190 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.392 ms | 0 - 190 MB | NPU
 
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  | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.912 ms | 0 - 193 MB | NPU
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- | Segformer-Base | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.411 ms | 9 - 205 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.515 ms | 3 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® X Elite | 23.562 ms | 3 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.284 ms | 3 - 229 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.599 ms | 3 - 227 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 23.26 ms | 3 - 18 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 48.86 ms | 1 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.478 ms | 3 - 5 MB | NPU
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  | Segformer-Base | QNN_DLC | float | Qualcomm® SA8775P | 24.416 ms | 1 - 193 MB | NPU
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  | Segformer-Base | QNN_DLC | float | Qualcomm® SA8650P | 24.416 ms | 1 - 193 MB | NPU
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  | Segformer-Base | QNN_DLC | float | Qualcomm® SA8255P | 24.416 ms | 1 - 193 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8450 | 29.599 ms | 3 - 227 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.029 ms | 5 - 19 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.562 ms | 3 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 13.194 ms | 0 - 197 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA7255P | 48.86 ms | 1 - 190 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8295P | 27.83 ms | 0 - 187 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 13.194 ms | 0 - 197 MB | NPU
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- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.66 ms | 3 - 196 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 | 19.51 ms | 2 - 2 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 15.413 ms | 2 - 239 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 19.414 ms | 0 - 9 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 32.475 ms | 2 - 204 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.351 ms | 2 - 3 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8775P | 20.197 ms | 2 - 206 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8650P | 20.197 ms | 2 - 206 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8255P | 20.197 ms | 2 - 206 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.551 ms | 1 - 9 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.51 ms | 2 - 2 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 108.126 ms | 2 - 256 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 34.055 ms | 2 - 232 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.23 ms | 1 - 207 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.475 ms | 2 - 204 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 11.23 ms | 1 - 207 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.767 ms | 2 - 217 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.055 ms | 2 - 232 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.57 ms | 1 - 1 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.298 ms | 1 - 1 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.956 ms | 0 - 196 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.639 ms | 0 - 198 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 21.771 ms | 1 - 6 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.502 ms | 0 - 5 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.836 ms | 1 - 174 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.777 ms | 1 - 4 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.391 ms | 1 - 176 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.391 ms | 1 - 176 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.391 ms | 1 - 176 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.639 ms | 0 - 198 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.149 ms | 1 - 6 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.298 ms | 1 - 1 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 37.04 ms | 2 - 189 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.842 ms | 0 - 179 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.838 ms | 0 - 176 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.836 ms | 1 - 174 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.795 ms | 0 - 172 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.838 ms | 0 - 176 MB | NPU
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  | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.247 ms | 1 - 184 MB | NPU
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- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.842 ms | 0 - 179 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.445 ms | 9 - 237 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 29.286 ms | 9 - 234 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 23.296 ms | 9 - 32 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 48.967 ms | 10 - 200 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.72 ms | 8 - 12 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8775P | 24.485 ms | 9 - 202 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8650P | 24.485 ms | 9 - 202 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8255P | 24.485 ms | 9 - 202 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® QCS8450 | 29.286 ms | 9 - 234 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 29.123 ms | 8 - 31 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 13.394 ms | 8 - 204 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA7255P | 48.967 ms | 10 - 200 MB | NPU
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- | Segformer-Base | TFLITE | float | Qualcomm® SA8295P | 27.854 ms | 10 - 202 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 13.394 ms | 8 - 204 MB | NPU
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- | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.704 ms | 8 - 199 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.092 ms | 1 - 207 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 11.995 ms | 2 - 208 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 134.208 ms | 13 - 48 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 9.58 ms | 2 - 13 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 18.273 ms | 2 - 178 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.126 ms | 2 - 5 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8775P | 10.907 ms | 2 - 183 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8650P | 10.907 ms | 2 - 183 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8255P | 10.907 ms | 2 - 183 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8450 | 11.995 ms | 2 - 208 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 10.634 ms | 2 - 12 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 97.214 ms | 13 - 186 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 39.104 ms | 15 - 73 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 5.908 ms | 1 - 175 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA7255P | 18.273 ms | 2 - 178 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8295P | 12.854 ms | 2 - 184 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 5.908 ms | 1 - 175 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.545 ms | 2 - 184 MB | NPU
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- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 39.104 ms | 15 - 73 MB | NPU
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206
  ## License
207
  * The license for the original implementation of Segformer-Base can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: apache-2.0
4
  tags:
5
  - real_time
6
  - android
 
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/v0.61.0/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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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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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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+ | 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/v0.61.0/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/v0.61.0/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/v0.61.0/segformer_base-onnx-w8a8.zip)
34
+ | 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/v0.61.0/segformer_base-qnn_dlc-float.zip)
35
+ | 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/v0.61.0/segformer_base-qnn_dlc-w8a16.zip)
36
+ | 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/v0.61.0/segformer_base-qnn_dlc-w8a8.zip)
37
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-tflite-float.zip)
38
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/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/v0.61.0/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/v0.61.0/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 | 13.564 ms | 35 - 35 MB | NPU
71
+ | Segformer-Base | ONNX | float | Snapdragon® X Elite | 24.504 ms | 35 - 35 MB | NPU
72
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.36 ms | 24 - 242 MB | NPU
73
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.689 ms | 23 - 245 MB | NPU
74
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 24.315 ms | 22 - 25 MB | NPU
75
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.78 ms | 19 - 25 MB | NPU
76
+ | Segformer-Base | ONNX | float | Qualcomm® QCS8450 | 24.689 ms | 23 - 245 MB | NPU
77
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.686 ms | 24 - 27 MB | NPU
78
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 24.504 ms | 35 - 35 MB | NPU
79
+ | Segformer-Base | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 14.378 ms | 21 - 209 MB | NPU
80
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Mobile | 14.378 ms | 21 - 209 MB | NPU
81
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.266 ms | 21 - 213 MB | NPU
82
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 5.62 ms | 18 - 18 MB | NPU
83
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® X Elite | 13.561 ms | 17 - 17 MB | NPU
84
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.426 ms | 12 - 242 MB | NPU
85
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 17.839 ms | 11 - 242 MB | NPU
86
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 53.805 ms | 14 - 16 MB | NPU
87
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 12.704 ms | 11 - 14 MB | NPU
88
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.355 ms | 3 - 9 MB | NPU
89
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8450 | 17.839 ms | 11 - 242 MB | NPU
90
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 13.866 ms | 13 - 16 MB | NPU
91
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.561 ms | 17 - 17 MB | NPU
92
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 93.546 ms | 14 - 243 MB | NPU
93
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.922 ms | 12 - 233 MB | NPU
94
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 7.243 ms | 14 - 216 MB | NPU
95
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 7.243 ms | 14 - 216 MB | NPU
96
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.668 ms | 12 - 217 MB | NPU
97
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.922 ms | 12 - 233 MB | NPU
98
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® X2 Elite | 1.947 ms | 9 - 9 MB | NPU
99
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® X Elite | 5.036 ms | 5 - 5 MB | NPU
100
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.224 ms | 0 - 212 MB | NPU
101
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.971 ms | 6 - 223 MB | NPU
102
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 19.719 ms | 8 - 11 MB | NPU
103
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.619 ms | 5 - 9 MB | NPU
104
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.746 ms | 5 - 13 MB | NPU
105
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8450 | 6.971 ms | 6 - 223 MB | NPU
106
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.62 ms | 8 - 10 MB | NPU
107
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.036 ms | 5 - 5 MB | NPU
108
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 30.336 ms | 8 - 236 MB | NPU
109
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.417 ms | 8 - 204 MB | NPU
110
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.394 ms | 0 - 188 MB | NPU
111
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.394 ms | 0 - 188 MB | NPU
112
  | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.912 ms | 0 - 193 MB | NPU
113
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.417 ms | 8 - 204 MB | NPU
114
+ | Segformer-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.519 ms | 3 - 3 MB | NPU
115
+ | Segformer-Base | QNN_DLC | float | Snapdragon® X Elite | 23.566 ms | 3 - 3 MB | NPU
116
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.396 ms | 3 - 226 MB | NPU
117
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.58 ms | 3 - 227 MB | NPU
118
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 23.181 ms | 3 - 18 MB | NPU
119
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 48.885 ms | 1 - 190 MB | NPU
120
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.628 ms | 3 - 5 MB | NPU
121
  | Segformer-Base | QNN_DLC | float | Qualcomm® SA8775P | 24.416 ms | 1 - 193 MB | NPU
122
  | Segformer-Base | QNN_DLC | float | Qualcomm® SA8650P | 24.416 ms | 1 - 193 MB | NPU
123
  | Segformer-Base | QNN_DLC | float | Qualcomm® SA8255P | 24.416 ms | 1 - 193 MB | NPU
124
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8450 | 29.58 ms | 3 - 227 MB | NPU
125
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.791 ms | 3 - 17 MB | NPU
126
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.566 ms | 3 - 3 MB | NPU
127
+ | Segformer-Base | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 13.161 ms | 0 - 196 MB | NPU
128
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA7255P | 48.885 ms | 1 - 190 MB | NPU
129
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA8295P | 27.859 ms | 0 - 191 MB | NPU
130
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 13.161 ms | 0 - 196 MB | NPU
131
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.628 ms | 3 - 196 MB | NPU
132
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 8.953 ms | 2 - 2 MB | NPU
133
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 19.498 ms | 2 - 2 MB | NPU
134
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 15.247 ms | 2 - 240 MB | NPU
135
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 19.495 ms | 2 - 10 MB | NPU
136
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 32.443 ms | 2 - 204 MB | NPU
137
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.199 ms | 2 - 3 MB | NPU
138
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8775P | 20.236 ms | 2 - 206 MB | NPU
139
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8650P | 20.236 ms | 2 - 206 MB | NPU
140
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8255P | 20.236 ms | 2 - 206 MB | NPU
141
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.802 ms | 0 - 8 MB | NPU
142
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.498 ms | 2 - 2 MB | NPU
143
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 127.564 ms | 2 - 255 MB | NPU
144
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 33.481 ms | 2 - 231 MB | NPU
145
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.199 ms | 1 - 207 MB | NPU
146
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.443 ms | 2 - 204 MB | NPU
147
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 11.199 ms | 1 - 207 MB | NPU
148
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.783 ms | 1 - 213 MB | NPU
149
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 33.481 ms | 2 - 231 MB | NPU
150
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.554 ms | 1 - 1 MB | NPU
151
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.389 ms | 1 - 1 MB | NPU
152
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.94 ms | 0 - 199 MB | NPU
153
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.649 ms | 0 - 198 MB | NPU
154
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 21.475 ms | 1 - 6 MB | NPU
155
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.503 ms | 1 - 6 MB | NPU
156
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.879 ms | 1 - 174 MB | NPU
157
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.753 ms | 1 - 5 MB | NPU
158
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.4 ms | 1 - 174 MB | NPU
159
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.4 ms | 1 - 174 MB | NPU
160
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.4 ms | 1 - 174 MB | NPU
161
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.649 ms | 0 - 198 MB | NPU
162
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.169 ms | 2 - 7 MB | NPU
163
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.389 ms | 1 - 1 MB | NPU
164
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 34.059 ms | 1 - 187 MB | NPU
165
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.834 ms | 1 - 179 MB | NPU
166
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.844 ms | 0 - 176 MB | NPU
167
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.879 ms | 1 - 174 MB | NPU
168
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.797 ms | 0 - 172 MB | NPU
169
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.844 ms | 0 - 176 MB | NPU
170
  | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.247 ms | 1 - 184 MB | NPU
171
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.834 ms | 1 - 179 MB | NPU
172
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.356 ms | 8 - 238 MB | NPU
173
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 29.407 ms | 9 - 234 MB | NPU
174
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 22.98 ms | 9 - 32 MB | NPU
175
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 48.956 ms | 3 - 194 MB | NPU
176
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.636 ms | 9 - 21 MB | NPU
177
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8775P | 24.485 ms | 10 - 202 MB | NPU
178
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8650P | 24.485 ms | 10 - 202 MB | NPU
179
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8255P | 24.485 ms | 10 - 202 MB | NPU
180
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS8450 | 29.407 ms | 9 - 234 MB | NPU
181
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 29.12 ms | 8 - 31 MB | NPU
182
+ | Segformer-Base | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 13.212 ms | 9 - 205 MB | NPU
183
+ | Segformer-Base | TFLITE | float | Qualcomm® SA7255P | 48.956 ms | 3 - 194 MB | NPU
184
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8295P | 27.857 ms | 14 - 199 MB | NPU
185
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 13.212 ms | 9 - 205 MB | NPU
186
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.727 ms | 8 - 199 MB | NPU
187
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.108 ms | 2 - 211 MB | NPU
188
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.053 ms | 2 - 212 MB | NPU
189
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 147.26 ms | 13 - 49 MB | NPU
190
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 9.578 ms | 2 - 13 MB | NPU
191
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 18.268 ms | 2 - 178 MB | NPU
192
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.117 ms | 2 - 4 MB | NPU
193
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8775P | 10.909 ms | 2 - 185 MB | NPU
194
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8650P | 10.909 ms | 2 - 185 MB | NPU
195
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8255P | 10.909 ms | 2 - 185 MB | NPU
196
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.053 ms | 2 - 212 MB | NPU
197
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 10.633 ms | 2 - 12 MB | NPU
198
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 101.986 ms | 13 - 185 MB | NPU
199
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 39.404 ms | 13 - 72 MB | NPU
200
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 5.712 ms | 2 - 178 MB | NPU
201
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA7255P | 18.268 ms | 2 - 178 MB | NPU
202
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8295P | 12.851 ms | 2 - 183 MB | NPU
203
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 5.712 ms | 2 - 178 MB | NPU
204
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.558 ms | 3 - 181 MB | NPU
205
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 39.404 ms | 13 - 72 MB | NPU
206
 
207
  ## License
208
  * The license for the original implementation of Segformer-Base can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/segformer_base-onnx-float.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/v0.60.0/segformer_base-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/segformer_base-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,13 +31,13 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/segformer_base-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/segformer_base-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
@@ -48,19 +48,19 @@
48
  "qairt": "2.45.0.260326154327",
49
  "onnx_runtime": "1.27.1"
50
  },
51
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/segformer_base-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.45.0.260326154327"
56
  },
57
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.60.0/segformer_base-qnn_dlc-w8a8.zip"
58
  },
59
  "tflite": {
60
  "tool_versions": {
61
  "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/v0.60.0/segformer_base-tflite-w8a8.zip"
64
  }
65
  }
66
  }
 
1
  {
2
+ "version": "0.61.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-onnx-float.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/v0.61.0/segformer_base-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
 
48
  "qairt": "2.45.0.260326154327",
49
  "onnx_runtime": "1.27.1"
50
  },
51
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.45.0.260326154327"
56
  },
57
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.61.0/segformer_base-qnn_dlc-w8a8.zip"
58
  },
59
  "tflite": {
60
  "tool_versions": {
61
  "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/v0.61.0/segformer_base-tflite-w8a8.zip"
64
  }
65
  }
66
  }