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YOLO-WORLD

Object Detection
PyTorch
real_time
android
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v0.64.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.64.0 for changelog.

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  1. README.md +199 -201
README.md CHANGED
@@ -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/v0.63.0/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/v0.63.0/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/v0.63.0/src/qai_hub_models/models/yolo_world) for usage instructions.
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  ## Model Details
@@ -44,226 +44,224 @@ 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® 8 Elite Gen 5 For Galaxy Mobile | 32.368 ms | 0 - 313 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.565 ms | 3 - 305 MB | NPU
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- | detector | ONNX | float | Snapdragon® X2 Elite | 33.376 ms | 5 - 5 MB | NPU
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- | detector | ONNX | float | Snapdragon® X Elite | 110.504 ms | 24 - 24 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 68.955 ms | 1 - 367 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 120.32 ms | 6 - 371 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 93.372 ms | 5 - 9 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 105.191 ms | 0 - 30 MB | NPU
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- | detector | ONNX | float | Qualcomm® QCS8450 | 120.32 ms | 6 - 371 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 110.476 ms | 5 - 8 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 110.504 ms | 24 - 24 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 61.565 ms | 3 - 305 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 46.696 ms | 0 - 342 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 67.567 ms | 0 - 334 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® X2 Elite | 49.028 ms | 2 - 2 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® X Elite | 182.343 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 97.792 ms | 3 - 360 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 319.872 ms | 3 - 587 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 339.559 ms | 21 - 25 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 127.011 ms | 2 - 6 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 173.504 ms | 0 - 17 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® QCS8450 | 319.872 ms | 3 - 587 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 153.015 ms | 2 - 6 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 182.343 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 506.205 ms | 22 - 311 MB | NPU
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  | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 154.257 ms | 21 - 312 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 67.567 ms | 0 - 334 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 30.933 ms | 0 - 137 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 42.352 ms | 0 - 132 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® X2 Elite | 31.235 ms | 1 - 1 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® X Elite | 105.457 ms | 14 - 14 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 70.506 ms | 1 - 194 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 126.097 ms | 2 - 178 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 183.717 ms | 9 - 13 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 90.686 ms | 1 - 5 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.469 ms | 0 - 16 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® QCS8450 | 126.097 ms | 2 - 178 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 102.115 ms | 1 - 4 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 105.457 ms | 14 - 14 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 296.795 ms | 1 - 255 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 88.85 ms | 12 - 253 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.352 ms | 0 - 132 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 88.85 ms | 12 - 253 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 32.694 ms | 4 - 306 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.942 ms | 0 - 295 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® X2 Elite | 33.658 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® X Elite | 112.306 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.544 ms | 5 - 376 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 122.483 ms | 5 - 367 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 94.107 ms | 5 - 13 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 106.409 ms | 5 - 242 MB | NPU
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  | detector | QNN_DLC | float | Qualcomm® SA8650P | 111.57 ms | 1 - 311 MB | NPU
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  | detector | QNN_DLC | float | Qualcomm® SA8255P | 111.57 ms | 1 - 311 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® QCS8450 | 122.483 ms | 5 - 367 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 111.082 ms | 5 - 12 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 112.306 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.942 ms | 0 - 295 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8295P | 120.649 ms | 1 - 308 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 46.911 ms | 0 - 360 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 64.155 ms | 0 - 320 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 47.404 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 156.973 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 98.566 ms | 3 - 471 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 128.069 ms | 0 - 5 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.589 ms | 3 - 13 MB | NPU
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  | detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.064 ms | 2 - 438 MB | NPU
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  | detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.064 ms | 2 - 438 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.429 ms | 0 - 5 MB | NPU
115
- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 156.973 ms | 2 - 2 MB | NPU
116
- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.155 ms | 0 - 320 MB | NPU
117
- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 31.05 ms | 3 - 126 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 42.47 ms | 1 - 122 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 31.62 ms | 1 - 1 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 106.395 ms | 1 - 1 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 69.753 ms | 1 - 165 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 120.836 ms | 2 - 157 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 90.37 ms | 0 - 4 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.579 ms | 1 - 4 MB | NPU
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  | detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.633 ms | 2 - 135 MB | NPU
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  | detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.633 ms | 2 - 135 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 120.836 ms | 2 - 157 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 102.775 ms | 2 - 5 MB | NPU
129
- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 106.395 ms | 1 - 1 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.47 ms | 1 - 122 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 116.617 ms | 2 - 122 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 32.937 ms | 0 - 324 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.149 ms | 0 - 313 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.878 ms | 0 - 382 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 120.123 ms | 1 - 376 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 92.994 ms | 0 - 36 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 105.955 ms | 0 - 7 MB | NPU
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  | detector | TFLITE | float | Qualcomm® SA8650P | 110.258 ms | 1 - 322 MB | NPU
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  | detector | TFLITE | float | Qualcomm® SA8255P | 110.258 ms | 1 - 322 MB | NPU
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- | detector | TFLITE | float | Qualcomm® QCS8450 | 120.123 ms | 1 - 376 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 109.696 ms | 0 - 35 MB | NPU
142
- | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 61.149 ms | 0 - 313 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8295P | 119.547 ms | 1 - 314 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.6 ms | 0 - 130 MB | NPU
145
- | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 70.684 ms | 0 - 172 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 127.704 ms | 1 - 161 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 193.714 ms | 0 - 29 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 90.358 ms | 0 - 18 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.255 ms | 0 - 3 MB | NPU
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  | detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.494 ms | 0 - 279 MB | NPU
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  | detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.494 ms | 0 - 279 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 127.704 ms | 1 - 161 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 102.138 ms | 0 - 18 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 293.116 ms | 0 - 259 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 41.6 ms | 0 - 130 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8295P | 117.321 ms | 0 - 123 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 95.061 ms | 0 - 1467 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 131.578 ms | 1 - 1446 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® X2 Elite | 98.327 ms | 1 - 1 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® X Elite | 215.435 ms | 137 - 137 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 151.461 ms | 1 - 1664 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 294.15 ms | 2 - 1593 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 224.112 ms | 0 - 4 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 215.631 ms | 0 - 534 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® QCS8450 | 294.15 ms | 2 - 1593 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 231.816 ms | 0 - 4 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 215.435 ms | 137 - 137 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 131.578 ms | 1 - 1446 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 127.175 ms | 0 - 1380 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 151.619 ms | 0 - 1371 MB | NPU
171
- | text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 124.852 ms | 1 - 1 MB | NPU
172
- | text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 269.401 ms | 102 - 102 MB | NPU
173
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 188.489 ms | 1 - 1716 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 313.747 ms | 1 - 1548 MB | NPU
175
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 858.864 ms | 13 - 17 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 251.416 ms | 0 - 4 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 269.231 ms | 0 - 116 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 313.747 ms | 1 - 1548 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 278.912 ms | 0 - 3 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 269.401 ms | 102 - 102 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 2673.89 ms | 1 - 2042 MB | NPU
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  | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 323.821 ms | 14 - 2305 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 151.619 ms | 0 - 1371 MB | NPU
184
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 23.78 ms | 0 - 1145 MB | NPU
185
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 32.447 ms | 0 - 1088 MB | NPU
186
- | text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 22.948 ms | 1 - 1 MB | NPU
187
- | text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 65.906 ms | 73 - 73 MB | NPU
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- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 46.342 ms | 0 - 3388 MB | NPU
189
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 83.23 ms | 1 - 1284 MB | NPU
190
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 261.597 ms | 15 - 18 MB | NPU
191
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 56.957 ms | 0 - 4 MB | NPU
192
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 65.25 ms | 0 - 84 MB | NPU
193
- | text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 83.23 ms | 1 - 1284 MB | NPU
194
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 64.403 ms | 0 - 3 MB | NPU
195
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 65.906 ms | 73 - 73 MB | NPU
196
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 773.299 ms | 15 - 1650 MB | NPU
197
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 113.014 ms | 14 - 1302 MB | NPU
198
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 32.447 ms | 0 - 1088 MB | NPU
199
- | text_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 113.014 ms | 14 - 1302 MB | NPU
200
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 94.947 ms | 0 - 1463 MB | NPU
201
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 131.222 ms | 0 - 1447 MB | NPU
202
- | text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 97.667 ms | 0 - 0 MB | NPU
203
- | text_encoder | QNN_DLC | float | Snapdragon® X Elite | 215.851 ms | 0 - 0 MB | NPU
204
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 150.593 ms | 0 - 1600 MB | NPU
205
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 294.066 ms | 0 - 1580 MB | NPU
206
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 223.517 ms | 0 - 3 MB | NPU
207
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 214.416 ms | 0 - 3 MB | NPU
208
  | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 263.683 ms | 0 - 1943 MB | NPU
209
  | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 263.683 ms | 0 - 1943 MB | NPU
210
- | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 294.066 ms | 0 - 1580 MB | NPU
211
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 231.748 ms | 0 - 2 MB | NPU
212
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 215.851 ms | 0 - 0 MB | NPU
213
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 131.222 ms | 0 - 1447 MB | NPU
214
- | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 277.422 ms | 1 - 1336 MB | NPU
215
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 103.216 ms | 0 - 1526 MB | NPU
216
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 131.84 ms | 0 - 1885 MB | NPU
217
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 98.002 ms | 0 - 0 MB | NPU
218
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 282.29 ms | 1 - 1 MB | NPU
219
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 180.595 ms | 1 - 1636 MB | NPU
220
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 230.848 ms | 0 - 3 MB | NPU
221
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 279.54 ms | 0 - 941 MB | NPU
222
  | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 304.057 ms | 0 - 1397 MB | NPU
223
  | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 304.057 ms | 0 - 1397 MB | NPU
224
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 261.4 ms | 0 - 2 MB | NPU
225
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 282.29 ms | 1 - 1 MB | NPU
226
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 131.84 ms | 0 - 1885 MB | NPU
227
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 98.401 ms | 0 - 1743 MB | NPU
228
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 72.872 ms | 0 - 1243 MB | NPU
229
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 98.593 ms | 1 - 1 MB | NPU
230
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 167.866 ms | 1 - 1 MB | NPU
231
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 120.108 ms | 0 - 3265 MB | NPU
232
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 193.928 ms | 0 - 1410 MB | NPU
233
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 149.523 ms | 0 - 3 MB | NPU
234
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 164.355 ms | 0 - 3 MB | NPU
235
  | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 178.065 ms | 0 - 1730 MB | NPU
236
  | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 178.065 ms | 0 - 1730 MB | NPU
237
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 193.928 ms | 0 - 1410 MB | NPU
238
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 162.076 ms | 2 - 4 MB | NPU
239
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 167.866 ms | 1 - 1 MB | NPU
240
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 72.872 ms | 0 - 1243 MB | NPU
241
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 208.533 ms | 0 - 1264 MB | NPU
242
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 167.943 ms | 1 - 1482 MB | NPU
243
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 211.677 ms | 1 - 1454 MB | NPU
244
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 252.016 ms | 0 - 1664 MB | NPU
245
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 405.763 ms | 1 - 1566 MB | NPU
246
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 331.173 ms | 0 - 139 MB | NPU
247
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 366.784 ms | 0 - 5 MB | NPU
248
  | text_encoder | TFLITE | float | Qualcomm® SA8650P | 395.946 ms | 1 - 2030 MB | NPU
249
  | text_encoder | TFLITE | float | Qualcomm® SA8255P | 395.946 ms | 1 - 2030 MB | NPU
250
- | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 405.763 ms | 1 - 1566 MB | NPU
251
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 371.694 ms | 0 - 138 MB | NPU
252
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 211.677 ms | 1 - 1454 MB | NPU
253
- | text_encoder | TFLITE | float | Qualcomm® SA8295P | 403.462 ms | 1 - 1342 MB | NPU
254
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 37.632 ms | 0 - 1109 MB | NPU
255
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 58.907 ms | 0 - 1267 MB | NPU
256
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 108.937 ms | 1 - 1273 MB | NPU
257
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1028.186 ms | 31 - 200 MB | NPU
258
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 73.425 ms | 0 - 75 MB | NPU
259
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 82.449 ms | 1 - 4 MB | NPU
260
  | text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 83.583 ms | 0 - 1316 MB | NPU
261
  | text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 83.583 ms | 0 - 1316 MB | NPU
262
- | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 108.937 ms | 1 - 1273 MB | NPU
263
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 80.982 ms | 0 - 74 MB | NPU
264
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1154.347 ms | 30 - 745 MB | NPU
265
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 37.632 ms | 0 - 1109 MB | NPU
266
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 108.802 ms | 0 - 1101 MB | NPU
267
 
268
  ## License
269
  * The license for the original implementation of YOLO-WORLD can be found
 
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/v0.64.0/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/v0.64.0/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/v0.64.0/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® 8 Elite Gen 5 For Galaxy Mobile | 32.754 ms | 0 - 320 MB | NPU
48
+ | detector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.364 ms | 1 - 307 MB | NPU
49
+ | detector | ONNX | float | Snapdragon® X2 Elite | 33.167 ms | 5 - 5 MB | NPU
50
+ | detector | ONNX | float | Snapdragon® X Elite | 109.85 ms | 24 - 24 MB | NPU
51
+ | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 69.181 ms | 5 - 378 MB | NPU
52
+ | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 120.004 ms | 5 - 383 MB | NPU
53
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 93.663 ms | 5 - 9 MB | NPU
54
+ | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 104.18 ms | 0 - 29 MB | NPU
55
+ | detector | ONNX | float | Qualcomm® QCS8450 | 120.004 ms | 5 - 383 MB | NPU
56
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 108.812 ms | 5 - 8 MB | NPU
57
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 109.85 ms | 24 - 24 MB | NPU
58
+ | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 61.364 ms | 1 - 307 MB | NPU
59
+ | detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 47.083 ms | 0 - 344 MB | NPU
60
+ | detector | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 64.923 ms | 0 - 346 MB | NPU
61
+ | detector | ONNX | w8a16 | Snapdragon® X2 Elite | 47.515 ms | 2 - 2 MB | NPU
62
+ | detector | ONNX | w8a16 | Snapdragon® X Elite | 158.063 ms | 13 - 13 MB | NPU
63
+ | detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 98.323 ms | 2 - 381 MB | NPU
64
+ | detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 163.468 ms | 3 - 355 MB | NPU
65
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 333.13 ms | 2 - 6 MB | NPU
66
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 127.679 ms | 2 - 6 MB | NPU
67
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 150.574 ms | 0 - 17 MB | NPU
68
+ | detector | ONNX | w8a16 | Qualcomm® QCS8450 | 163.468 ms | 3 - 355 MB | NPU
69
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 153.193 ms | 2 - 6 MB | NPU
70
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 158.063 ms | 13 - 13 MB | NPU
 
71
  | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 154.257 ms | 21 - 312 MB | NPU
72
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.923 ms | 0 - 346 MB | NPU
73
+ | detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 31.252 ms | 0 - 137 MB | NPU
74
+ | detector | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 42.159 ms | 0 - 134 MB | NPU
75
+ | detector | ONNX | w8a8 | Snapdragon® X2 Elite | 31.438 ms | 1 - 1 MB | NPU
76
+ | detector | ONNX | w8a8 | Snapdragon® X Elite | 106.451 ms | 14 - 14 MB | NPU
77
+ | detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 69.954 ms | 2 - 194 MB | NPU
78
+ | detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 126.344 ms | 2 - 178 MB | NPU
79
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 215.956 ms | 1 - 4 MB | NPU
80
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 90.049 ms | 1 - 5 MB | NPU
81
+ | detector | ONNX | w8a8 | Qualcomm�� Dragonwing™ QCS8550 (Proxy) | 101.212 ms | 0 - 16 MB | NPU
82
+ | detector | ONNX | w8a8 | Qualcomm® QCS8450 | 126.344 ms | 2 - 178 MB | NPU
83
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 103.275 ms | 1 - 4 MB | NPU
84
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 106.451 ms | 14 - 14 MB | NPU
85
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 317.849 ms | 0 - 348 MB | NPU
86
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 87.557 ms | 2 - 318 MB | NPU
87
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.159 ms | 0 - 134 MB | NPU
88
+ | detector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 87.557 ms | 2 - 318 MB | NPU
89
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 32.824 ms | 5 - 307 MB | NPU
90
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.941 ms | 0 - 296 MB | NPU
91
+ | detector | QNN_DLC | float | Snapdragon® X2 Elite | 33.572 ms | 5 - 5 MB | NPU
92
+ | detector | QNN_DLC | float | Snapdragon® X Elite | 112.372 ms | 5 - 5 MB | NPU
93
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.397 ms | 0 - 367 MB | NPU
94
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 122.242 ms | 5 - 368 MB | NPU
95
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 94.345 ms | 5 - 13 MB | NPU
96
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 106.58 ms | 5 - 8 MB | NPU
97
  | detector | QNN_DLC | float | Qualcomm® SA8650P | 111.57 ms | 1 - 311 MB | NPU
98
  | detector | QNN_DLC | float | Qualcomm® SA8255P | 111.57 ms | 1 - 311 MB | NPU
99
+ | detector | QNN_DLC | float | Qualcomm® QCS8450 | 122.242 ms | 5 - 368 MB | NPU
100
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 110.388 ms | 5 - 12 MB | NPU
101
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 112.372 ms | 5 - 5 MB | NPU
102
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.941 ms | 0 - 296 MB | NPU
103
+ | detector | QNN_DLC | float | Qualcomm® SA8295P | 120.556 ms | 0 - 307 MB | NPU
104
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 46.977 ms | 2 - 356 MB | NPU
105
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 63.751 ms | 2 - 427 MB | NPU
106
+ | detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 47.28 ms | 2 - 2 MB | NPU
107
+ | detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 157.202 ms | 2 - 2 MB | NPU
108
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 98.612 ms | 103 - 567 MB | NPU
109
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 128.253 ms | 1 - 6 MB | NPU
110
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.522 ms | 3 - 5 MB | NPU
111
  | detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.064 ms | 2 - 438 MB | NPU
112
  | detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.064 ms | 2 - 438 MB | NPU
113
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 153.537 ms | 1 - 5 MB | NPU
114
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.202 ms | 2 - 2 MB | NPU
115
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 63.751 ms | 2 - 427 MB | NPU
116
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 31.366 ms | 1 - 123 MB | NPU
117
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 42.276 ms | 0 - 118 MB | NPU
118
+ | detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 31.703 ms | 1 - 1 MB | NPU
119
+ | detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 105.914 ms | 1 - 1 MB | NPU
120
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 70.389 ms | 1 - 177 MB | NPU
121
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 121.02 ms | 2 - 159 MB | NPU
122
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 91.851 ms | 1 - 5 MB | NPU
123
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.639 ms | 1 - 101 MB | NPU
124
  | detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.633 ms | 2 - 135 MB | NPU
125
  | detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.633 ms | 2 - 135 MB | NPU
126
+ | detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 121.02 ms | 2 - 159 MB | NPU
127
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 102.207 ms | 3 - 6 MB | NPU
128
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 105.914 ms | 1 - 1 MB | NPU
129
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.276 ms | 0 - 118 MB | NPU
130
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 116.942 ms | 2 - 122 MB | NPU
131
+ | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 32.787 ms | 0 - 324 MB | NPU
132
+ | detector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.166 ms | 0 - 312 MB | NPU
133
+ | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 69.035 ms | 0 - 380 MB | NPU
134
+ | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 119.929 ms | 1 - 375 MB | NPU
135
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 93.064 ms | 0 - 36 MB | NPU
136
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 106.144 ms | 0 - 104 MB | NPU
137
  | detector | TFLITE | float | Qualcomm® SA8650P | 110.258 ms | 1 - 322 MB | NPU
138
  | detector | TFLITE | float | Qualcomm® SA8255P | 110.258 ms | 1 - 322 MB | NPU
139
+ | detector | TFLITE | float | Qualcomm® QCS8450 | 119.929 ms | 1 - 375 MB | NPU
140
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 109.753 ms | 0 - 35 MB | NPU
141
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 61.166 ms | 0 - 312 MB | NPU
142
+ | detector | TFLITE | float | Qualcomm® SA8295P | 119.551 ms | 0 - 314 MB | NPU
143
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.762 ms | 0 - 132 MB | NPU
144
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 70.718 ms | 0 - 174 MB | NPU
145
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 127.481 ms | 0 - 162 MB | NPU
146
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 193.283 ms | 0 - 29 MB | NPU
147
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 92.832 ms | 0 - 18 MB | NPU
148
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.247 ms | 0 - 3 MB | NPU
149
  | detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.494 ms | 0 - 279 MB | NPU
150
  | detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.494 ms | 0 - 279 MB | NPU
151
+ | detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 127.481 ms | 0 - 162 MB | NPU
152
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 103.043 ms | 0 - 18 MB | NPU
153
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 296.62 ms | 0 - 259 MB | NPU
154
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 41.762 ms | 0 - 132 MB | NPU
155
+ | detector | TFLITE | w8a8 | Qualcomm® SA8295P | 116.928 ms | 0 - 124 MB | NPU
156
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 144.604 ms | 1 - 1565 MB | NPU
157
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 186.251 ms | 1 - 1553 MB | NPU
158
+ | text_encoder | ONNX | float | Snapdragon® X2 Elite | 160.267 ms | 1 - 1 MB | NPU
159
+ | text_encoder | ONNX | float | Snapdragon® X Elite | 303.711 ms | 138 - 138 MB | NPU
160
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 229.406 ms | 1 - 1792 MB | NPU
161
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 410.411 ms | 1 - 1657 MB | NPU
162
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 307.027 ms | 0 - 4 MB | NPU
163
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 314.24 ms | 0 - 164 MB | NPU
164
+ | text_encoder | ONNX | float | Qualcomm® QCS8450 | 410.411 ms | 1 - 1657 MB | NPU
165
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 332.803 ms | 0 - 4 MB | NPU
166
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 303.711 ms | 138 - 138 MB | NPU
167
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 186.251 ms | 1 - 1553 MB | NPU
168
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 127.083 ms | 0 - 1381 MB | NPU
169
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 150.909 ms | 1 - 1368 MB | NPU
170
+ | text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 125.245 ms | 1 - 1 MB | NPU
171
+ | text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 269.668 ms | 102 - 102 MB | NPU
172
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 189.355 ms | 85 - 1834 MB | NPU
173
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 317.334 ms | 1 - 1549 MB | NPU
174
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 859.43 ms | 15 - 18 MB | NPU
175
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 251.61 ms | 0 - 4 MB | NPU
176
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 273.256 ms | 0 - 4 MB | NPU
177
+ | text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 317.334 ms | 1 - 1549 MB | NPU
178
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 278.873 ms | 0 - 3 MB | NPU
179
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 269.668 ms | 102 - 102 MB | NPU
 
180
  | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 323.821 ms | 14 - 2305 MB | NPU
181
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 150.909 ms | 1 - 1368 MB | NPU
182
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 23.829 ms | 0 - 1144 MB | NPU
183
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 32.698 ms | 0 - 1089 MB | NPU
184
+ | text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 23.054 ms | 1 - 1 MB | NPU
185
+ | text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 65.915 ms | 73 - 73 MB | NPU
186
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 46.691 ms | 0 - 3386 MB | NPU
187
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 84.354 ms | 1 - 1284 MB | NPU
188
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 262.251 ms | 15 - 18 MB | NPU
189
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 56.956 ms | 0 - 4 MB | NPU
190
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 65.29 ms | 0 - 84 MB | NPU
191
+ | text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 84.354 ms | 1 - 1284 MB | NPU
192
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 64.63 ms | 0 - 3 MB | NPU
193
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 65.915 ms | 73 - 73 MB | NPU
194
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 851.69 ms | 17 - 1650 MB | NPU
195
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 115.795 ms | 13 - 1302 MB | NPU
196
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 32.698 ms | 0 - 1089 MB | NPU
197
+ | text_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 115.795 ms | 13 - 1302 MB | NPU
198
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 94.967 ms | 0 - 1462 MB | NPU
199
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 132.586 ms | 0 - 1447 MB | NPU
200
+ | text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 97.558 ms | 0 - 0 MB | NPU
201
+ | text_encoder | QNN_DLC | float | Snapdragon® X Elite | 216.977 ms | 0 - 0 MB | NPU
202
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 151.871 ms | 0 - 1602 MB | NPU
203
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 295.583 ms | 0 - 1581 MB | NPU
204
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 223.8 ms | 0 - 3 MB | NPU
205
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 214.905 ms | 0 - 3 MB | NPU
206
  | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 263.683 ms | 0 - 1943 MB | NPU
207
  | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 263.683 ms | 0 - 1943 MB | NPU
208
+ | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 295.583 ms | 0 - 1581 MB | NPU
209
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 232.158 ms | 2 - 4 MB | NPU
210
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 216.977 ms | 0 - 0 MB | NPU
211
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 132.586 ms | 0 - 1447 MB | NPU
212
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 277.359 ms | 1 - 1336 MB | NPU
213
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 103.317 ms | 0 - 1526 MB | NPU
214
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 132.258 ms | 0 - 1885 MB | NPU
215
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 97.997 ms | 1 - 1 MB | NPU
216
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 282.239 ms | 1 - 1 MB | NPU
217
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 180.857 ms | 1 - 1634 MB | NPU
218
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 230.641 ms | 0 - 3 MB | NPU
219
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 280.185 ms | 0 - 3 MB | NPU
220
  | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 304.057 ms | 0 - 1397 MB | NPU
221
  | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 304.057 ms | 0 - 1397 MB | NPU
222
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 261.364 ms | 2 - 4 MB | NPU
223
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 282.239 ms | 1 - 1 MB | NPU
224
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 132.258 ms | 0 - 1885 MB | NPU
225
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 104.327 ms | 0 - 1310 MB | NPU
226
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 74.011 ms | 0 - 1242 MB | NPU
227
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 96.299 ms | 1 - 1 MB | NPU
228
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 167.936 ms | 1 - 1 MB | NPU
229
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 118.611 ms | 0 - 3253 MB | NPU
230
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 193.636 ms | 0 - 1410 MB | NPU
231
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 147.985 ms | 0 - 3 MB | NPU
232
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 163.375 ms | 0 - 3 MB | NPU
233
  | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 178.065 ms | 0 - 1730 MB | NPU
234
  | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 178.065 ms | 0 - 1730 MB | NPU
235
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 193.636 ms | 0 - 1410 MB | NPU
236
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 161.227 ms | 2 - 4 MB | NPU
237
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 167.936 ms | 1 - 1 MB | NPU
238
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 74.011 ms | 0 - 1242 MB | NPU
239
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 206.85 ms | 0 - 1246 MB | NPU
240
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 167.917 ms | 1 - 1477 MB | NPU
241
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 212.315 ms | 0 - 1442 MB | NPU
242
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 251.376 ms | 0 - 1659 MB | NPU
243
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 407.843 ms | 1 - 1557 MB | NPU
244
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 331.949 ms | 0 - 139 MB | NPU
245
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 355.564 ms | 0 - 4 MB | NPU
246
  | text_encoder | TFLITE | float | Qualcomm® SA8650P | 395.946 ms | 1 - 2030 MB | NPU
247
  | text_encoder | TFLITE | float | Qualcomm® SA8255P | 395.946 ms | 1 - 2030 MB | NPU
248
+ | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 407.843 ms | 1 - 1557 MB | NPU
249
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 371.903 ms | 0 - 138 MB | NPU
250
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 212.315 ms | 0 - 1442 MB | NPU
251
+ | text_encoder | TFLITE | float | Qualcomm® SA8295P | 402.909 ms | 1 - 1338 MB | NPU
252
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 37.236 ms | 0 - 1107 MB | NPU
253
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 59.215 ms | 0 - 1268 MB | NPU
254
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 108.243 ms | 1 - 1273 MB | NPU
255
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1036.888 ms | 32 - 201 MB | NPU
256
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 73.394 ms | 0 - 75 MB | NPU
257
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 82.259 ms | 0 - 4 MB | NPU
258
  | text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 83.583 ms | 0 - 1316 MB | NPU
259
  | text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 83.583 ms | 0 - 1316 MB | NPU
260
+ | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 108.243 ms | 1 - 1273 MB | NPU
261
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 80.641 ms | 0 - 74 MB | NPU
262
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1151.785 ms | 30 - 733 MB | NPU
263
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 37.236 ms | 0 - 1107 MB | NPU
264
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 108.732 ms | 0 - 1101 MB | NPU
265
 
266
  ## License
267
  * The license for the original implementation of YOLO-WORLD can be found