WeDetect / README.md

v0.63.0

875be77 verified 8 days ago

14.2 kB

	---
	library_name: pytorch
	license: gpl-3.0
	tags:
	- real_time
	- android
	pipeline_tag: object-detection

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wedetect/web-assets/model_demo.png)

	# WeDetect: Optimized for Qualcomm Devices

	WeDetect is a text-conditioned object detection model that uses a prompt-then-detect strategy. Text class names are reparameterized into the model weights before export, producing a fixed-vocabulary detector that runs efficiently on-device. The model uses LTRB (Left-Top-Right-Bottom) regression with multi-scale feature maps at strides 8, 16, and 32.

	This is based on the implementation of WeDetect found [here](https://github.com/WeChatCV/WeDetect).
	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/v0.63.0/src/qai_hub_models/models/wedetect) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	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.

	## Getting Started
	Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/wedetect) Python library to compile and export the model with your own:
	- Custom weights (e.g., fine-tuned checkpoints)
	- Custom input shapes
	- Target device and runtime configurations

	See our repository for [WeDetect on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/wedetect) for usage instructions.


	## Model Details

	Model Type: Model_use_case.object_detection

	Model Stats:
	- Input resolution: 640x640
	- Model checkpoint: wedetect_tiny
	- Model size (detector) (float): 143 MB
	- Model size (detector) (mixed_with_float): 35.9 MB
	- Model size (text_encoder) (float): 592 B
	- Model size (text_encoder) (mixed_with_float): 13.3 KB
	- Number of parameters (detector): 37.3M
	- Number of parameters (text_encoder): 3.00

	## Performance Summary
	\| Model \| Runtime \| Precision \| Chipset \| Inference Time (ms) \| Peak Memory Range (MB) \| Primary Compute Unit
	\|---\|---\|---\|---\|---\|---\|---
	\| detector \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 9.235 ms \| 1 - 244 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 11.53 ms \| 1 - 240 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® X2 Elite \| 11.417 ms \| 5 - 5 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® X Elite \| 21.053 ms \| 71 - 71 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 15.889 ms \| 0 - 319 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 76.841 ms \| 1 - 318 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 34.96 ms \| 5 - 14 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 20.334 ms \| 0 - 77 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® QCS8450 \| 76.841 ms \| 1 - 318 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 30.936 ms \| 5 - 13 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 21.053 ms \| 71 - 71 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.53 ms \| 1 - 240 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 7.682 ms \| 4 - 283 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 9.35 ms \| 7 - 281 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® X2 Elite \| 7.438 ms \| 9 - 9 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® X Elite \| 16.328 ms \| 34 - 34 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 11.155 ms \| 12 - 367 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 1 Mobile \| 24.199 ms \| 11 - 367 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 15.51 ms \| 6 - 15 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 15.839 ms \| 0 - 38 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® QCS8450 \| 24.199 ms \| 11 - 367 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 15.669 ms \| 6 - 14 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-X7181 \| 16.328 ms \| 34 - 34 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 9.35 ms \| 7 - 281 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 8.071 ms \| 5 - 255 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 11.174 ms \| 0 - 248 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 15.635 ms \| 3 - 327 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 76.316 ms \| 4 - 321 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 34.697 ms \| 5 - 13 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 19.67 ms \| 5 - 7 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8650P \| 30.339 ms \| 3 - 297 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8255P \| 30.339 ms \| 3 - 297 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 76.316 ms \| 4 - 321 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 31.478 ms \| 5 - 12 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.174 ms \| 0 - 248 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8295P \| 55.874 ms \| 0 - 246 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 7.237 ms \| 5 - 271 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 9.124 ms \| 0 - 260 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 10.734 ms \| 5 - 346 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 15.191 ms \| 5 - 13 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 15.285 ms \| 5 - 11 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8650P \| 18.211 ms \| 1 - 307 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8255P \| 18.211 ms \| 1 - 307 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 15.97 ms \| 7 - 14 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 9.124 ms \| 0 - 260 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 9.305 ms \| 0 - 256 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 11.593 ms \| 0 - 251 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 16.661 ms \| 0 - 335 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 76.469 ms \| 1 - 335 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 36.514 ms \| 0 - 84 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 20.687 ms \| 0 - 8 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8650P \| 31.601 ms \| 0 - 267 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8255P \| 31.601 ms \| 0 - 267 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® QCS8450 \| 76.469 ms \| 1 - 335 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 30.763 ms \| 0 - 83 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.593 ms \| 0 - 251 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8295P \| 57.059 ms \| 0 - 254 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 31.029 ms \| 1 - 2176 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 44.924 ms \| 1 - 1981 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® X2 Elite \| 33.125 ms \| 1 - 1 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® X Elite \| 83.669 ms \| 551 - 551 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 60.151 ms \| 1 - 3626 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 110.729 ms \| 2 - 1814 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 92.427 ms \| 0 - 4 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 80.593 ms \| 0 - 644 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® QCS8450 \| 110.729 ms \| 2 - 1814 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 90.841 ms \| 1 - 4 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 83.669 ms \| 551 - 551 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 44.924 ms \| 1 - 1981 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 31.158 ms \| 1 - 2175 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 44.333 ms \| 1 - 1980 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® X2 Elite \| 33.202 ms \| 1 - 1 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® X Elite \| 83.512 ms \| 550 - 550 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 60.158 ms \| 1 - 3626 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 1 Mobile \| 111.209 ms \| 2 - 1816 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 92.349 ms \| 0 - 4 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 80.847 ms \| 0 - 644 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® QCS8450 \| 111.209 ms \| 2 - 1816 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 90.752 ms \| 1 - 4 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-X7181 \| 83.512 ms \| 550 - 550 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 44.333 ms \| 1 - 1980 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 30.549 ms \| 0 - 1923 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 43.419 ms \| 0 - 2052 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 55.821 ms \| 0 - 2293 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 106.955 ms \| 0 - 1823 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 89.81 ms \| 0 - 3 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 77.06 ms \| 0 - 2 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® SA8650P \| 95.659 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® SA8255P \| 95.659 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 106.955 ms \| 0 - 1823 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 86.62 ms \| 0 - 2 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 43.419 ms \| 0 - 2052 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® SA8295P \| 102.822 ms \| 0 - 1699 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 30.66 ms \| 0 - 1922 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 43.864 ms \| 0 - 2050 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 58.135 ms \| 9 - 2303 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 90.055 ms \| 0 - 3 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 77.593 ms \| 0 - 3 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8650P \| 95.579 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8255P \| 95.579 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 87.716 ms \| 2 - 4 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 43.864 ms \| 0 - 2050 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 33.01 ms \| 0 - 1764 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 50.301 ms \| 0 - 1731 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 63.551 ms \| 0 - 1978 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 112.967 ms \| 1 - 1865 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 95.653 ms \| 0 - 553 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 84.951 ms \| 0 - 4 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® SA8650P \| 111.23 ms \| 1 - 2145 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® SA8255P \| 111.23 ms \| 1 - 2145 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® QCS8450 \| 112.967 ms \| 1 - 1865 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 93.836 ms \| 0 - 552 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 50.301 ms \| 0 - 1731 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® SA8295P \| 111.099 ms \| 1 - 1736 MB \| NPU

	## License
	* The license for the original implementation of WeDetect can be found
	[here](https://github.com/WeChatCV/WeDetect/blob/main/README.md).

	## References
	* [WeDetect: Fast Open-Vocabulary Object Detection as Retrieval](https://arxiv.org/abs/2512.12309)
	* [Source Model Implementation](https://github.com/WeChatCV/WeDetect)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).

	---
	library_name: pytorch
	license: gpl-3.0
	tags:
	- real_time
	- android
	pipeline_tag: object-detection

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wedetect/web-assets/model_demo.png)

	# WeDetect: Optimized for Qualcomm Devices

	WeDetect is a text-conditioned object detection model that uses a prompt-then-detect strategy. Text class names are reparameterized into the model weights before export, producing a fixed-vocabulary detector that runs efficiently on-device. The model uses LTRB (Left-Top-Right-Bottom) regression with multi-scale feature maps at strides 8, 16, and 32.

	This is based on the implementation of WeDetect found [here](https://github.com/WeChatCV/WeDetect).
	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/v0.63.0/src/qai_hub_models/models/wedetect) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	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.

	## Getting Started
	Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/wedetect) Python library to compile and export the model with your own:
	- Custom weights (e.g., fine-tuned checkpoints)
	- Custom input shapes
	- Target device and runtime configurations

	See our repository for [WeDetect on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/wedetect) for usage instructions.


	## Model Details

	Model Type: Model_use_case.object_detection

	Model Stats:
	- Input resolution: 640x640
	- Model checkpoint: wedetect_tiny
	- Model size (detector) (float): 143 MB
	- Model size (detector) (mixed_with_float): 35.9 MB
	- Model size (text_encoder) (float): 592 B
	- Model size (text_encoder) (mixed_with_float): 13.3 KB
	- Number of parameters (detector): 37.3M
	- Number of parameters (text_encoder): 3.00

	## Performance Summary
	\| Model \| Runtime \| Precision \| Chipset \| Inference Time (ms) \| Peak Memory Range (MB) \| Primary Compute Unit
	\|---\|---\|---\|---\|---\|---\|---
	\| detector \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 9.235 ms \| 1 - 244 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 11.53 ms \| 1 - 240 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® X2 Elite \| 11.417 ms \| 5 - 5 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® X Elite \| 21.053 ms \| 71 - 71 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 15.889 ms \| 0 - 319 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 76.841 ms \| 1 - 318 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 34.96 ms \| 5 - 14 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 20.334 ms \| 0 - 77 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® QCS8450 \| 76.841 ms \| 1 - 318 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 30.936 ms \| 5 - 13 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 21.053 ms \| 71 - 71 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.53 ms \| 1 - 240 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 7.682 ms \| 4 - 283 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 9.35 ms \| 7 - 281 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® X2 Elite \| 7.438 ms \| 9 - 9 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® X Elite \| 16.328 ms \| 34 - 34 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 11.155 ms \| 12 - 367 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 1 Mobile \| 24.199 ms \| 11 - 367 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 15.51 ms \| 6 - 15 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 15.839 ms \| 0 - 38 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® QCS8450 \| 24.199 ms \| 11 - 367 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 15.669 ms \| 6 - 14 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-X7181 \| 16.328 ms \| 34 - 34 MB \| NPU
	\| detector \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 9.35 ms \| 7 - 281 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 8.071 ms \| 5 - 255 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 11.174 ms \| 0 - 248 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 15.635 ms \| 3 - 327 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 76.316 ms \| 4 - 321 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 34.697 ms \| 5 - 13 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 19.67 ms \| 5 - 7 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8650P \| 30.339 ms \| 3 - 297 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8255P \| 30.339 ms \| 3 - 297 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 76.316 ms \| 4 - 321 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 31.478 ms \| 5 - 12 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.174 ms \| 0 - 248 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8295P \| 55.874 ms \| 0 - 246 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 7.237 ms \| 5 - 271 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 9.124 ms \| 0 - 260 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 10.734 ms \| 5 - 346 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 15.191 ms \| 5 - 13 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 15.285 ms \| 5 - 11 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8650P \| 18.211 ms \| 1 - 307 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8255P \| 18.211 ms \| 1 - 307 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 15.97 ms \| 7 - 14 MB \| NPU
	\| detector \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 9.124 ms \| 0 - 260 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 9.305 ms \| 0 - 256 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 11.593 ms \| 0 - 251 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 16.661 ms \| 0 - 335 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 76.469 ms \| 1 - 335 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 36.514 ms \| 0 - 84 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 20.687 ms \| 0 - 8 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8650P \| 31.601 ms \| 0 - 267 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8255P \| 31.601 ms \| 0 - 267 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® QCS8450 \| 76.469 ms \| 1 - 335 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 30.763 ms \| 0 - 83 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.593 ms \| 0 - 251 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8295P \| 57.059 ms \| 0 - 254 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 31.029 ms \| 1 - 2176 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 44.924 ms \| 1 - 1981 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® X2 Elite \| 33.125 ms \| 1 - 1 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® X Elite \| 83.669 ms \| 551 - 551 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 60.151 ms \| 1 - 3626 MB \| NPU
	\| text_encoder \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 110.729 ms \| 2 - 1814 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 92.427 ms \| 0 - 4 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 80.593 ms \| 0 - 644 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® QCS8450 \| 110.729 ms \| 2 - 1814 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 90.841 ms \| 1 - 4 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 83.669 ms \| 551 - 551 MB \| NPU
	\| text_encoder \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 44.924 ms \| 1 - 1981 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 31.158 ms \| 1 - 2175 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 44.333 ms \| 1 - 1980 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® X2 Elite \| 33.202 ms \| 1 - 1 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® X Elite \| 83.512 ms \| 550 - 550 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 60.158 ms \| 1 - 3626 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Snapdragon® 8 Gen 1 Mobile \| 111.209 ms \| 2 - 1816 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 92.349 ms \| 0 - 4 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 80.847 ms \| 0 - 644 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® QCS8450 \| 111.209 ms \| 2 - 1816 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 90.752 ms \| 1 - 4 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-X7181 \| 83.512 ms \| 550 - 550 MB \| NPU
	\| text_encoder \| ONNX \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 44.333 ms \| 1 - 1980 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 30.549 ms \| 0 - 1923 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 43.419 ms \| 0 - 2052 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 55.821 ms \| 0 - 2293 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 106.955 ms \| 0 - 1823 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 89.81 ms \| 0 - 3 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 77.06 ms \| 0 - 2 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® SA8650P \| 95.659 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® SA8255P \| 95.659 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 106.955 ms \| 0 - 1823 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 86.62 ms \| 0 - 2 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 43.419 ms \| 0 - 2052 MB \| NPU
	\| text_encoder \| QNN_DLC \| float \| Qualcomm® SA8295P \| 102.822 ms \| 0 - 1699 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 30.66 ms \| 0 - 1922 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Elite For Galaxy Mobile \| 43.864 ms \| 0 - 2050 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Snapdragon® 8 Gen 3 Mobile \| 58.135 ms \| 9 - 2303 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-8275 \| 90.055 ms \| 0 - 3 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 77.593 ms \| 0 - 3 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8650P \| 95.579 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® SA8255P \| 95.579 ms \| 1 - 2019 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ IQ-9075 \| 87.716 ms \| 2 - 4 MB \| NPU
	\| text_encoder \| QNN_DLC \| mixed_with_float \| Qualcomm® Dragonwing™ Q-8750 \| 43.864 ms \| 0 - 2050 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 For Galaxy Mobile \| 33.01 ms \| 0 - 1764 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Elite For Galaxy Mobile \| 50.301 ms \| 0 - 1731 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 63.551 ms \| 0 - 1978 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 112.967 ms \| 1 - 1865 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 95.653 ms \| 0 - 553 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 84.951 ms \| 0 - 4 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® SA8650P \| 111.23 ms \| 1 - 2145 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® SA8255P \| 111.23 ms \| 1 - 2145 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® QCS8450 \| 112.967 ms \| 1 - 1865 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 93.836 ms \| 0 - 552 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 50.301 ms \| 0 - 1731 MB \| NPU
	\| text_encoder \| TFLITE \| float \| Qualcomm® SA8295P \| 111.099 ms \| 1 - 1736 MB \| NPU

	## License
	* The license for the original implementation of WeDetect can be found
	[here](https://github.com/WeChatCV/WeDetect/blob/main/README.md).

	## References
	* [WeDetect: Fast Open-Vocabulary Object Detection as Retrieval](https://arxiv.org/abs/2512.12309)
	* [Source Model Implementation](https://github.com/WeChatCV/WeDetect)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).