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YOLO-WORLD

Object Detection
PyTorch
real_time
android
Model card Files
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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.

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  1. README.md +262 -260
README.md CHANGED
@@ -1,6 +1,6 @@
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  ---
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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
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
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  Ultralytics YOLO-World is an open-vocabulary object detection model that uses a prompt-then-detect strategy to predict bounding boxes for user-specified classes.
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  This is based on the implementation of YOLO-WORLD found [here](https://github.com/AILab-CVC/YOLO-World).
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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/yolo_world) 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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  ## Getting Started
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  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
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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/yolo_world) 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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- See our repository for [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolo_world) for usage instructions.
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  ## Model Details
@@ -44,262 +44,264 @@ See our repository for [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub
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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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- | detector | ONNX | float | Snapdragon® X2 Elite | 34.977 ms | 5 - 5 MB | NPU
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- | detector | ONNX | float | Snapdragon® X Elite | 109.94 ms | 24 - 24 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 68.714 ms | 5 - 388 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 211.071 ms | 1 - 383 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 92.517 ms | 5 - 8 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 104.653 ms | 0 - 29 MB | NPU
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- | detector | ONNX | float | Qualcomm® QCS8450 | 211.071 ms | 1 - 383 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 109.024 ms | 5 - 8 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 109.94 ms | 24 - 24 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 60.701 ms | 1 - 317 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Elite Mobile | 60.701 ms | 1 - 317 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.893 ms | 3 - 330 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® X2 Elite | 47.462 ms | 2 - 2 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® X Elite | 158.414 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 98.048 ms | 3 - 490 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 166.022 ms | 2 - 547 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 501.546 ms | 21 - 24 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 127.087 ms | 2 - 6 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 150.817 ms | 0 - 53 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® QCS8450 | 166.022 ms | 2 - 547 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 153.215 ms | 2 - 5 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 158.414 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 153.897 ms | 23 - 316 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.217 ms | 2 - 464 MB | NPU
71
- | detector | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 64.217 ms | 2 - 464 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 47.562 ms | 1 - 387 MB | NPU
73
- | detector | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 153.897 ms | 23 - 316 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® X2 Elite | 32.004 ms | 1 - 1 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® X Elite | 107.716 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 72.011 ms | 2 - 195 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 149.904 ms | 2 - 193 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 194.209 ms | 16 - 18 MB | NPU
79
- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 91.36 ms | 1 - 5 MB | NPU
80
- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.654 ms | 0 - 16 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® QCS8450 | 149.904 ms | 2 - 193 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 129.482 ms | 1 - 4 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 107.716 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 292.872 ms | 1 - 323 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.124 ms | 14 - 263 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.499 ms | 1 - 149 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 42.499 ms | 1 - 149 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.717 ms | 0 - 152 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.124 ms | 14 - 263 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® X2 Elite | 35.658 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® X Elite | 113.567 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.184 ms | 5 - 383 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 280.545 ms | 5 - 382 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 93.172 ms | 5 - 12 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 193.175 ms | 0 - 311 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 107.449 ms | 5 - 272 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8775P | 111.512 ms | 0 - 310 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8650P | 111.512 ms | 0 - 310 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8255P | 111.512 ms | 0 - 310 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® QCS8450 | 280.545 ms | 5 - 382 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 112.487 ms | 7 - 13 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 113.567 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.807 ms | 3 - 310 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA7255P | 193.175 ms | 0 - 311 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8295P | 121.834 ms | 1 - 320 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 61.807 ms | 3 - 310 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.438 ms | 5 - 320 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 58.344 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 157.647 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 96.54 ms | 2 - 489 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 125.338 ms | 0 - 5 MB | NPU
112
- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 246.962 ms | 2 - 434 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.842 ms | 0 - 19 MB | NPU
114
- | detector | QNN_DLC | w8a16 | Qualcomm® SA8775P | 152.112 ms | 1 - 437 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.112 ms | 1 - 437 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.112 ms | 1 - 437 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.693 ms | 2 - 6 MB | NPU
118
- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.647 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 63.462 ms | 0 - 448 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA7255P | 246.962 ms | 2 - 434 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 63.462 ms | 0 - 448 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 57.976 ms | 2 - 561 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 32.414 ms | 1 - 1 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 104.306 ms | 1 - 1 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 74.406 ms | 1 - 173 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 138.139 ms | 1 - 313 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 101.844 ms | 1 - 5 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 200.639 ms | 2 - 267 MB | NPU
129
- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 99.009 ms | 1 - 130 MB | NPU
130
- | detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 100.696 ms | 1 - 135 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.696 ms | 1 - 135 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.696 ms | 1 - 135 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 138.139 ms | 1 - 313 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 101.179 ms | 1 - 4 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 104.306 ms | 1 - 1 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.288 ms | 1 - 133 MB | NPU
137
- | detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 200.639 ms | 2 - 267 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 118.157 ms | 2 - 138 MB | NPU
139
- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 42.288 ms | 1 - 133 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.418 ms | 1 - 126 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.641 ms | 0 - 387 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 164.953 ms | 1 - 395 MB | NPU
143
- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 92.826 ms | 0 - 36 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 192.015 ms | 1 - 322 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 105.837 ms | 0 - 3 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8775P | 110.25 ms | 0 - 321 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8650P | 110.25 ms | 0 - 321 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8255P | 110.25 ms | 0 - 321 MB | NPU
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- | detector | TFLITE | float | Qualcomm® QCS8450 | 164.953 ms | 1 - 395 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 110.28 ms | 0 - 35 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 60.466 ms | 0 - 326 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA7255P | 192.015 ms | 1 - 322 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8295P | 120.286 ms | 1 - 328 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 60.466 ms | 0 - 326 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.518 ms | 0 - 334 MB | NPU
156
- | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 71.816 ms | 0 - 179 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 147.836 ms | 0 - 178 MB | NPU
158
- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 224.304 ms | 0 - 28 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 95.021 ms | 0 - 18 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 187.895 ms | 0 - 135 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.371 ms | 0 - 5 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8775P | 103.493 ms | 0 - 279 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.493 ms | 0 - 279 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.493 ms | 0 - 279 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 147.836 ms | 0 - 178 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 127.079 ms | 0 - 17 MB | NPU
167
- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 300.329 ms | 0 - 273 MB | NPU
168
- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.546 ms | 0 - 248 MB | NPU
169
- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 43.144 ms | 0 - 122 MB | NPU
170
- | detector | TFLITE | w8a8 | Qualcomm® SA7255P | 187.895 ms | 0 - 135 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8295P | 117.672 ms | 0 - 140 MB | NPU
172
- | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 43.144 ms | 0 - 122 MB | NPU
173
- | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.61 ms | 0 - 125 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.546 ms | 0 - 248 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® X2 Elite | 106.815 ms | 1 - 1 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® X Elite | 242.569 ms | 138 - 138 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 173.174 ms | 1 - 3483 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 332.498 ms | 1 - 3427 MB | NPU
179
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 252.04 ms | 0 - 4 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 239.687 ms | 0 - 164 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® QCS8450 | 332.498 ms | 1 - 3427 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 260.604 ms | 0 - 3 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 242.569 ms | 138 - 138 MB | NPU
184
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 137.881 ms | 1 - 1994 MB | NPU
185
- | text_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 137.881 ms | 1 - 1994 MB | NPU
186
- | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 103.801 ms | 1 - 1883 MB | NPU
187
- | text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 133.889 ms | 1 - 1 MB | NPU
188
- | text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 301.048 ms | 105 - 105 MB | NPU
189
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 208.019 ms | 0 - 1572 MB | NPU
190
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 350.366 ms | 1 - 1559 MB | NPU
191
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1024.667 ms | 13 - 16 MB | NPU
192
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 265.612 ms | 0 - 4 MB | NPU
193
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 292.411 ms | 0 - 116 MB | NPU
194
- | text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 350.366 ms | 1 - 1559 MB | NPU
195
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 342.988 ms | 0 - 3 MB | NPU
196
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 301.048 ms | 105 - 105 MB | NPU
197
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 325.652 ms | 15 - 2304 MB | NPU
198
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 157.583 ms | 0 - 1418 MB | NPU
199
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 157.583 ms | 0 - 1418 MB | NPU
200
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 132.619 ms | 0 - 1430 MB | NPU
201
- | text_encoder | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 325.652 ms | 15 - 2304 MB | NPU
202
- | text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 35.721 ms | 1 - 1 MB | NPU
203
- | text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 70.386 ms | 73 - 73 MB | NPU
204
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 46.82 ms | 0 - 1284 MB | NPU
205
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 108.072 ms | 1 - 1296 MB | NPU
206
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 352.438 ms | 15 - 18 MB | NPU
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- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 57.571 ms | 0 - 4 MB | NPU
208
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 68.116 ms | 0 - 669 MB | NPU
209
- | text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 108.072 ms | 1 - 1296 MB | NPU
210
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 65.992 ms | 0 - 3 MB | NPU
211
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 70.386 ms | 73 - 73 MB | NPU
212
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 856.65 ms | 15 - 2776 MB | NPU
213
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 117.858 ms | 15 - 1358 MB | NPU
214
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 32.345 ms | 0 - 1109 MB | NPU
215
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 32.345 ms | 0 - 1109 MB | NPU
216
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 36.054 ms | 0 - 1185 MB | NPU
217
- | text_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 117.858 ms | 15 - 1358 MB | NPU
218
- | text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 106.784 ms | 0 - 0 MB | NPU
219
- | text_encoder | QNN_DLC | float | Snapdragon® X Elite | 243.027 ms | 1 - 1 MB | NPU
220
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 173.373 ms | 0 - 3477 MB | NPU
221
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 327.369 ms | 0 - 3415 MB | NPU
222
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 252.359 ms | 0 - 3 MB | NPU
223
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 632.429 ms | 1 - 1943 MB | NPU
224
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 243.793 ms | 1 - 937 MB | NPU
225
- | text_encoder | QNN_DLC | float | Qualcomm® SA8775P | 263.675 ms | 0 - 1943 MB | NPU
226
- | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 263.675 ms | 0 - 1943 MB | NPU
227
- | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 263.675 ms | 0 - 1943 MB | NPU
228
- | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 327.369 ms | 0 - 3415 MB | NPU
229
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 260.636 ms | 0 - 2 MB | NPU
230
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 243.027 ms | 1 - 1 MB | NPU
231
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 138.435 ms | 0 - 1988 MB | NPU
232
- | text_encoder | QNN_DLC | float | Qualcomm® SA7255P | 632.429 ms | 1 - 1943 MB | NPU
233
- | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 290.991 ms | 0 - 1863 MB | NPU
234
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 138.435 ms | 0 - 1988 MB | NPU
235
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 103.545 ms | 0 - 1877 MB | NPU
236
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 130.786 ms | 1 - 1 MB | NPU
237
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 302.803 ms | 1 - 1 MB | NPU
238
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 211.357 ms | 0 - 1592 MB | NPU
239
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 278.063 ms | 0 - 2 MB | NPU
240
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 517.783 ms | 1 - 1491 MB | NPU
241
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 311.279 ms | 1 - 884 MB | NPU
242
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8775P | 303.961 ms | 1 - 1397 MB | NPU
243
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 303.961 ms | 1 - 1397 MB | NPU
244
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 303.961 ms | 1 - 1397 MB | NPU
245
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 302.243 ms | 0 - 2 MB | NPU
246
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 302.803 ms | 1 - 1 MB | NPU
247
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 150.715 ms | 0 - 1441 MB | NPU
248
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA7255P | 517.783 ms | 1 - 1491 MB | NPU
249
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 150.715 ms | 0 - 1441 MB | NPU
250
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 128.194 ms | 0 - 1453 MB | NPU
251
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 108.666 ms | 1 - 1 MB | NPU
252
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 182.764 ms | 1 - 1 MB | NPU
253
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 124.91 ms | 0 - 3262 MB | NPU
254
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 210.956 ms | 0 - 1428 MB | NPU
255
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 152.019 ms | 0 - 2 MB | NPU
256
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 311.679 ms | 0 - 1704 MB | NPU
257
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 177.202 ms | 0 - 558 MB | NPU
258
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 178.344 ms | 0 - 1731 MB | NPU
259
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 178.344 ms | 0 - 1731 MB | NPU
260
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 178.344 ms | 0 - 1731 MB | NPU
261
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 210.956 ms | 0 - 1428 MB | NPU
262
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 174.714 ms | 0 - 2 MB | NPU
263
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 182.764 ms | 1 - 1 MB | NPU
264
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 86.12 ms | 0 - 1247 MB | NPU
265
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 311.679 ms | 0 - 1704 MB | NPU
266
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 214.945 ms | 0 - 1743 MB | NPU
267
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 86.12 ms | 0 - 1247 MB | NPU
268
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 108.656 ms | 0 - 1350 MB | NPU
269
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 287.734 ms | 1 - 1806 MB | NPU
270
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 490.771 ms | 1 - 1814 MB | NPU
271
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 382.81 ms | 0 - 143 MB | NPU
272
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 772.605 ms | 1 - 2017 MB | NPU
273
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 393.672 ms | 0 - 4 MB | NPU
274
- | text_encoder | TFLITE | float | Qualcomm® SA8775P | 396.237 ms | 1 - 2030 MB | NPU
275
- | text_encoder | TFLITE | float | Qualcomm® SA8650P | 396.237 ms | 1 - 2030 MB | NPU
276
- | text_encoder | TFLITE | float | Qualcomm® SA8255P | 396.237 ms | 1 - 2030 MB | NPU
277
- | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 490.771 ms | 1 - 1814 MB | NPU
278
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 387.641 ms | 0 - 140 MB | NPU
279
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 222.214 ms | 1 - 2077 MB | NPU
280
- | text_encoder | TFLITE | float | Qualcomm® SA7255P | 772.605 ms | 1 - 2017 MB | NPU
281
- | text_encoder | TFLITE | float | Qualcomm® SA8295P | 418.047 ms | 1 - 1955 MB | NPU
282
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 222.214 ms | 1 - 2077 MB | NPU
283
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 176.058 ms | 0 - 1942 MB | NPU
284
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 58.339 ms | 0 - 1473 MB | NPU
285
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 132.695 ms | 0 - 1497 MB | NPU
286
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1387.97 ms | 32 - 199 MB | NPU
287
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 71.803 ms | 0 - 77 MB | NPU
288
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 151.378 ms | 0 - 1316 MB | NPU
289
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 85.172 ms | 0 - 4 MB | NPU
290
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 83.757 ms | 0 - 1316 MB | NPU
291
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 83.757 ms | 0 - 1316 MB | NPU
292
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 83.757 ms | 0 - 1316 MB | NPU
293
- | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 132.695 ms | 0 - 1497 MB | NPU
294
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 83.247 ms | 0 - 75 MB | NPU
295
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1555.983 ms | 30 - 903 MB | NPU
296
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 425.58 ms | 31 - 620 MB | NPU
297
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 36.778 ms | 0 - 1168 MB | NPU
298
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 151.378 ms | 0 - 1316 MB | NPU
299
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 102.799 ms | 0 - 1324 MB | NPU
300
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 36.778 ms | 0 - 1168 MB | NPU
301
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 41.188 ms | 0 - 1519 MB | NPU
302
- | text_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 425.58 ms | 31 - 620 MB | NPU
 
 
303
 
304
  ## License
305
  * The license for the original implementation of YOLO-WORLD can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: gpl-3.0
4
  tags:
5
  - real_time
6
  - android
 
15
  Ultralytics YOLO-World is an open-vocabulary object detection model that uses a prompt-then-detect strategy to predict bounding boxes for user-specified classes.
16
 
17
  This is based on the implementation of YOLO-WORLD found [here](https://github.com/AILab-CVC/YOLO-World).
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/yolo_world) 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.
21
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolo_world) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
+ See our repository for [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolo_world) for usage instructions.
30
 
31
 
32
  ## Model Details
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | detector | ONNX | float | Snapdragon® X2 Elite | 34.995 ms | 5 - 5 MB | NPU
48
+ | detector | ONNX | float | Snapdragon® X Elite | 109.886 ms | 24 - 24 MB | NPU
49
+ | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 68.584 ms | 5 - 390 MB | NPU
50
+ | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 211.265 ms | 1 - 388 MB | NPU
51
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 92.435 ms | 5 - 8 MB | NPU
52
+ | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 104.561 ms | 0 - 32 MB | NPU
53
+ | detector | ONNX | float | Qualcomm® QCS8450 | 211.265 ms | 1 - 388 MB | NPU
54
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 109.032 ms | 5 - 8 MB | NPU
55
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 109.886 ms | 24 - 24 MB | NPU
56
+ | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 60.749 ms | 2 - 319 MB | NPU
57
+ | detector | ONNX | float | Snapdragon® 8 Elite Mobile | 60.749 ms | 2 - 319 MB | NPU
58
+ | detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.78 ms | 3 - 331 MB | NPU
59
+ | detector | ONNX | w8a16 | Snapdragon® X2 Elite | 47.504 ms | 2 - 2 MB | NPU
60
+ | detector | ONNX | w8a16 | Snapdragon® X Elite | 158.488 ms | 13 - 13 MB | NPU
61
+ | detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 97.801 ms | 3 - 491 MB | NPU
62
+ | detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 166.067 ms | 3 - 548 MB | NPU
63
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 503.231 ms | 22 - 24 MB | NPU
64
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 127.458 ms | 2 - 6 MB | NPU
65
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 150.96 ms | 0 - 18 MB | NPU
66
+ | detector | ONNX | w8a16 | Qualcomm® QCS8450 | 166.067 ms | 3 - 548 MB | NPU
67
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.351 ms | 2 - 5 MB | NPU
68
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 158.488 ms | 13 - 13 MB | NPU
69
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 546.699 ms | 20 - 363 MB | NPU
70
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 154.257 ms | 21 - 312 MB | NPU
71
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.213 ms | 1 - 461 MB | NPU
72
+ | detector | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 64.213 ms | 1 - 461 MB | NPU
73
+ | detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 47.168 ms | 0 - 384 MB | NPU
74
+ | detector | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 154.257 ms | 21 - 312 MB | NPU
75
+ | detector | ONNX | w8a8 | Snapdragon® X2 Elite | 32.066 ms | 1 - 1 MB | NPU
76
+ | detector | ONNX | w8a8 | Snapdragon® X Elite | 107.755 ms | 13 - 13 MB | NPU
77
+ | detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 72.034 ms | 2 - 194 MB | NPU
78
+ | detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 149.766 ms | 2 - 193 MB | NPU
79
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 193.534 ms | 9 - 12 MB | NPU
80
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 90.881 ms | 1 - 5 MB | NPU
81
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.666 ms | 0 - 16 MB | NPU
82
+ | detector | ONNX | w8a8 | Qualcomm® QCS8450 | 149.766 ms | 2 - 193 MB | NPU
83
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 104.581 ms | 1 - 4 MB | NPU
84
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 107.755 ms | 13 - 13 MB | NPU
85
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 299.985 ms | 11 - 334 MB | NPU
86
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 90.302 ms | 14 - 263 MB | NPU
87
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.572 ms | 1 - 150 MB | NPU
88
+ | detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 42.572 ms | 1 - 150 MB | NPU
89
+ | detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.713 ms | 1 - 153 MB | NPU
90
+ | detector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 90.302 ms | 14 - 263 MB | NPU
91
+ | detector | QNN_DLC | float | Snapdragon® X2 Elite | 35.621 ms | 5 - 5 MB | NPU
92
+ | detector | QNN_DLC | float | Snapdragon® X Elite | 113.453 ms | 5 - 5 MB | NPU
93
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.146 ms | 0 - 374 MB | NPU
94
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 280.879 ms | 5 - 381 MB | NPU
95
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 93.037 ms | 5 - 12 MB | NPU
96
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 193.159 ms | 0 - 310 MB | NPU
97
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing��� QCS8550 (Proxy) | 107.665 ms | 5 - 7 MB | NPU
98
+ | detector | QNN_DLC | float | Qualcomm® SA8775P | 111.495 ms | 0 - 310 MB | NPU
99
+ | detector | QNN_DLC | float | Qualcomm® SA8650P | 111.495 ms | 0 - 310 MB | NPU
100
+ | detector | QNN_DLC | float | Qualcomm® SA8255P | 111.495 ms | 0 - 310 MB | NPU
101
+ | detector | QNN_DLC | float | Qualcomm® QCS8450 | 280.879 ms | 5 - 381 MB | NPU
102
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 111.712 ms | 5 - 11 MB | NPU
103
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 113.453 ms | 5 - 5 MB | NPU
104
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.744 ms | 0 - 307 MB | NPU
105
+ | detector | QNN_DLC | float | Qualcomm® SA7255P | 193.159 ms | 0 - 310 MB | NPU
106
+ | detector | QNN_DLC | float | Qualcomm® SA8295P | 121.849 ms | 1 - 319 MB | NPU
107
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 61.744 ms | 0 - 307 MB | NPU
108
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.492 ms | 1 - 318 MB | NPU
109
+ | detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 58.438 ms | 2 - 2 MB | NPU
110
+ | detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 157.946 ms | 2 - 2 MB | NPU
111
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 96.517 ms | 0 - 486 MB | NPU
112
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 125.461 ms | 2 - 7 MB | NPU
113
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 246.976 ms | 2 - 435 MB | NPU
114
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.206 ms | 3 - 5 MB | NPU
115
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA8775P | 152.117 ms | 1 - 438 MB | NPU
116
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.117 ms | 1 - 438 MB | NPU
117
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.117 ms | 1 - 438 MB | NPU
118
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.645 ms | 4 - 8 MB | NPU
119
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.946 ms | 2 - 2 MB | NPU
120
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 63.44 ms | 2 - 447 MB | NPU
121
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA7255P | 246.976 ms | 2 - 435 MB | NPU
122
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 63.44 ms | 2 - 447 MB | NPU
123
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 57.911 ms | 2 - 559 MB | NPU
124
+ | detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 32.407 ms | 1 - 1 MB | NPU
125
+ | detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 104.383 ms | 1 - 1 MB | NPU
126
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 74.387 ms | 1 - 173 MB | NPU
127
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 138.13 ms | 1 - 312 MB | NPU
128
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 101.464 ms | 1 - 5 MB | NPU
129
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 201.247 ms | 2 - 268 MB | NPU
130
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 98.897 ms | 1 - 4 MB | NPU
131
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 100.658 ms | 2 - 136 MB | NPU
132
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.658 ms | 2 - 136 MB | NPU
133
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.658 ms | 2 - 136 MB | NPU
134
+ | detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 138.13 ms | 1 - 312 MB | NPU
135
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 100.803 ms | 1 - 4 MB | NPU
136
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 104.383 ms | 1 - 1 MB | NPU
137
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.344 ms | 1 - 133 MB | NPU
138
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 201.247 ms | 2 - 268 MB | NPU
139
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 118.078 ms | 2 - 138 MB | NPU
140
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 42.344 ms | 1 - 133 MB | NPU
141
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.208 ms | 1 - 126 MB | NPU
142
+ | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.555 ms | 0 - 390 MB | NPU
143
+ | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 165.126 ms | 1 - 395 MB | NPU
144
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 92.497 ms | 0 - 36 MB | NPU
145
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 192.243 ms | 1 - 322 MB | NPU
146
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 105.675 ms | 0 - 2 MB | NPU
147
+ | detector | TFLITE | float | Qualcomm® SA8775P | 110.209 ms | 0 - 322 MB | NPU
148
+ | detector | TFLITE | float | Qualcomm® SA8650P | 110.209 ms | 0 - 322 MB | NPU
149
+ | detector | TFLITE | float | Qualcomm® SA8255P | 110.209 ms | 0 - 322 MB | NPU
150
+ | detector | TFLITE | float | Qualcomm® QCS8450 | 165.126 ms | 1 - 395 MB | NPU
151
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 110.73 ms | 0 - 35 MB | NPU
152
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 60.488 ms | 0 - 326 MB | NPU
153
+ | detector | TFLITE | float | Qualcomm® SA7255P | 192.243 ms | 1 - 322 MB | NPU
154
+ | detector | TFLITE | float | Qualcomm® SA8295P | 120.291 ms | 0 - 329 MB | NPU
155
+ | detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 60.488 ms | 0 - 326 MB | NPU
156
+ | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.448 ms | 0 - 334 MB | NPU
157
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 71.769 ms | 0 - 181 MB | NPU
158
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 147.562 ms | 0 - 177 MB | NPU
159
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 227.182 ms | 0 - 29 MB | NPU
160
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 94.976 ms | 0 - 18 MB | NPU
161
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 187.682 ms | 1 - 135 MB | NPU
162
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.206 ms | 0 - 4 MB | NPU
163
+ | detector | TFLITE | w8a8 | Qualcomm® SA8775P | 103.525 ms | 0 - 279 MB | NPU
164
+ | detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.525 ms | 0 - 279 MB | NPU
165
+ | detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.525 ms | 0 - 279 MB | NPU
166
+ | detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 147.562 ms | 0 - 177 MB | NPU
167
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 103.763 ms | 0 - 17 MB | NPU
168
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 300.666 ms | 2 - 275 MB | NPU
169
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.725 ms | 2 - 250 MB | NPU
170
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 43.132 ms | 0 - 122 MB | NPU
171
+ | detector | TFLITE | w8a8 | Qualcomm® SA7255P | 187.682 ms | 1 - 135 MB | NPU
172
+ | detector | TFLITE | w8a8 | Qualcomm® SA8295P | 117.661 ms | 0 - 139 MB | NPU
173
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 43.132 ms | 0 - 122 MB | NPU
174
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.639 ms | 0 - 124 MB | NPU
175
+ | detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.725 ms | 2 - 250 MB | NPU
176
+ | text_encoder | ONNX | float | Snapdragon® X2 Elite | 106.796 ms | 1 - 1 MB | NPU
177
+ | text_encoder | ONNX | float | Snapdragon® X Elite | 242.65 ms | 139 - 139 MB | NPU
178
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 172.835 ms | 1 - 3482 MB | NPU
179
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 329.991 ms | 2 - 3429 MB | NPU
180
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 252.031 ms | 0 - 4 MB | NPU
181
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 242.142 ms | 0 - 164 MB | NPU
182
+ | text_encoder | ONNX | float | Qualcomm® QCS8450 | 329.991 ms | 2 - 3429 MB | NPU
183
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 336.223 ms | 0 - 3 MB | NPU
184
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 242.65 ms | 139 - 139 MB | NPU
185
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 138.008 ms | 1 - 1999 MB | NPU
186
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 138.008 ms | 1 - 1999 MB | NPU
187
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 103.803 ms | 1 - 1883 MB | NPU
188
+ | text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 134.764 ms | 1 - 1 MB | NPU
189
+ | text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 300.772 ms | 105 - 105 MB | NPU
190
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 207.542 ms | 0 - 1570 MB | NPU
191
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 347.045 ms | 1 - 1559 MB | NPU
192
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1025.907 ms | 15 - 18 MB | NPU
193
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 265.597 ms | 0 - 4 MB | NPU
194
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 293.419 ms | 0 - 4 MB | NPU
195
+ | text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 347.045 ms | 1 - 1559 MB | NPU
196
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 270.078 ms | 0 - 3 MB | NPU
197
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 300.772 ms | 105 - 105 MB | NPU
198
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 2019.762 ms | 1 - 2724 MB | NPU
199
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 323.821 ms | 14 - 2305 MB | NPU
200
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 156.267 ms | 0 - 1421 MB | NPU
201
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 156.267 ms | 0 - 1421 MB | NPU
202
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 133.426 ms | 0 - 1431 MB | NPU
203
+ | text_encoder | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 323.821 ms | 14 - 2305 MB | NPU
204
+ | text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 35.792 ms | 1 - 1 MB | NPU
205
+ | text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 70.358 ms | 72 - 72 MB | NPU
206
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 47.02 ms | 0 - 1280 MB | NPU
207
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 109.917 ms | 1 - 1299 MB | NPU
208
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 352.087 ms | 15 - 18 MB | NPU
209
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 57.641 ms | 0 - 4 MB | NPU
210
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 68.025 ms | 0 - 84 MB | NPU
211
+ | text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 109.917 ms | 1 - 1299 MB | NPU
212
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 87.089 ms | 0 - 3 MB | NPU
213
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 70.358 ms | 72 - 72 MB | NPU
214
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 825.504 ms | 13 - 2771 MB | NPU
215
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 117.979 ms | 14 - 1363 MB | NPU
216
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 32.462 ms | 0 - 1110 MB | NPU
217
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 32.462 ms | 0 - 1110 MB | NPU
218
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 36.222 ms | 0 - 1182 MB | NPU
219
+ | text_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 117.979 ms | 14 - 1363 MB | NPU
220
+ | text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 106.9 ms | 0 - 0 MB | NPU
221
+ | text_encoder | QNN_DLC | float | Snapdragon® X Elite | 244.416 ms | 0 - 0 MB | NPU
222
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 172.251 ms | 0 - 3478 MB | NPU
223
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 329.232 ms | 1 - 3415 MB | NPU
224
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 252.137 ms | 0 - 3 MB | NPU
225
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 632.341 ms | 1 - 1943 MB | NPU
226
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 242.836 ms | 0 - 880 MB | NPU
227
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8775P | 263.861 ms | 1 - 1943 MB | NPU
228
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 263.861 ms | 1 - 1943 MB | NPU
229
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 263.861 ms | 1 - 1943 MB | NPU
230
+ | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 329.232 ms | 1 - 3415 MB | NPU
231
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 260.564 ms | 2 - 4 MB | NPU
232
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 244.416 ms | 0 - 0 MB | NPU
233
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 137.54 ms | 0 - 1990 MB | NPU
234
+ | text_encoder | QNN_DLC | float | Qualcomm® SA7255P | 632.341 ms | 1 - 1943 MB | NPU
235
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 290.562 ms | 0 - 1863 MB | NPU
236
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 137.54 ms | 0 - 1990 MB | NPU
237
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 103.639 ms | 0 - 1876 MB | NPU
238
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 130.803 ms | 1 - 1 MB | NPU
239
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 302.159 ms | 0 - 0 MB | NPU
240
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 212.208 ms | 0 - 1590 MB | NPU
241
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 277.406 ms | 0 - 2 MB | NPU
242
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 517.658 ms | 0 - 1491 MB | NPU
243
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 311.939 ms | 0 - 4 MB | NPU
244
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8775P | 304.047 ms | 1 - 1397 MB | NPU
245
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 304.047 ms | 1 - 1397 MB | NPU
246
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 304.047 ms | 1 - 1397 MB | NPU
247
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 302.23 ms | 0 - 2 MB | NPU
248
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 302.159 ms | 0 - 0 MB | NPU
249
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 151.114 ms | 0 - 1444 MB | NPU
250
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA7255P | 517.658 ms | 0 - 1491 MB | NPU
251
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 151.114 ms | 0 - 1444 MB | NPU
252
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 128.219 ms | 0 - 1457 MB | NPU
253
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 108.622 ms | 1 - 1 MB | NPU
254
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 182.663 ms | 1 - 1 MB | NPU
255
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 124.504 ms | 0 - 3262 MB | NPU
256
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 213.11 ms | 1 - 1428 MB | NPU
257
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 151.871 ms | 0 - 2 MB | NPU
258
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 311.865 ms | 0 - 1703 MB | NPU
259
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 177.173 ms | 0 - 4 MB | NPU
260
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 178.396 ms | 0 - 1731 MB | NPU
261
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 178.396 ms | 0 - 1731 MB | NPU
262
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 178.396 ms | 0 - 1731 MB | NPU
263
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 213.11 ms | 1 - 1428 MB | NPU
264
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 174.822 ms | 0 - 2 MB | NPU
265
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 182.663 ms | 1 - 1 MB | NPU
266
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 85.463 ms | 0 - 1245 MB | NPU
267
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 311.865 ms | 0 - 1703 MB | NPU
268
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 215.248 ms | 0 - 1743 MB | NPU
269
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 85.463 ms | 0 - 1245 MB | NPU
270
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 108.661 ms | 0 - 1351 MB | NPU
271
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 287.729 ms | 0 - 1807 MB | NPU
272
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 508.945 ms | 1 - 1810 MB | NPU
273
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 382.299 ms | 0 - 143 MB | NPU
274
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 773.333 ms | 1 - 2017 MB | NPU
275
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 396.215 ms | 0 - 5 MB | NPU
276
+ | text_encoder | TFLITE | float | Qualcomm® SA8775P | 395.858 ms | 1 - 2030 MB | NPU
277
+ | text_encoder | TFLITE | float | Qualcomm® SA8650P | 395.858 ms | 1 - 2030 MB | NPU
278
+ | text_encoder | TFLITE | float | Qualcomm® SA8255P | 395.858 ms | 1 - 2030 MB | NPU
279
+ | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 508.945 ms | 1 - 1810 MB | NPU
280
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 387.938 ms | 0 - 140 MB | NPU
281
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 221.319 ms | 1 - 2081 MB | NPU
282
+ | text_encoder | TFLITE | float | Qualcomm® SA7255P | 773.333 ms | 1 - 2017 MB | NPU
283
+ | text_encoder | TFLITE | float | Qualcomm® SA8295P | 417.72 ms | 1 - 1956 MB | NPU
284
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 221.319 ms | 1 - 2081 MB | NPU
285
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 176.041 ms | 1 - 1940 MB | NPU
286
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 58.372 ms | 30 - 1504 MB | NPU
287
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 131.625 ms | 0 - 1494 MB | NPU
288
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1392.5 ms | 32 - 199 MB | NPU
289
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 71.874 ms | 0 - 77 MB | NPU
290
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 151.251 ms | 0 - 1315 MB | NPU
291
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 84.983 ms | 0 - 4 MB | NPU
292
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 83.719 ms | 0 - 1316 MB | NPU
293
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 83.719 ms | 0 - 1316 MB | NPU
294
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 83.719 ms | 0 - 1316 MB | NPU
295
+ | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 131.625 ms | 0 - 1494 MB | NPU
296
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 82.678 ms | 0 - 75 MB | NPU
297
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1561.715 ms | 30 - 903 MB | NPU
298
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 427.541 ms | 32 - 621 MB | NPU
299
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 36.412 ms | 0 - 1171 MB | NPU
300
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 151.251 ms | 0 - 1315 MB | NPU
301
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 102.896 ms | 0 - 1325 MB | NPU
302
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 36.412 ms | 0 - 1171 MB | NPU
303
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 42.183 ms | 0 - 1523 MB | NPU
304
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 427.541 ms | 32 - 621 MB | NPU
305
 
306
  ## License
307
  * The license for the original implementation of YOLO-WORLD can be found