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YOLO-WORLD

Object Detection
PyTorch
real_time
android
Model card Files
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YOLO-WORLD: Optimized for Qualcomm Devices

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.

This is based on the implementation of YOLO-WORLD found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

Due to licensing restrictions, we cannot distribute pre-exported model assets for this model. Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

See our repository for YOLO-WORLD on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: yolov8s-worldv2
  • Model size (float): 48.2 MB
  • Model size (w8a16): 24.9 MB
  • Model size (w8a8): 12.4 MB
  • Number of parameters: 12.7M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
detector ONNX float Snapdragon® X2 Elite 34.995 ms 5 - 5 MB NPU
detector ONNX float Snapdragon® X Elite 109.886 ms 24 - 24 MB NPU
detector ONNX float Snapdragon® 8 Gen 3 Mobile 68.584 ms 5 - 390 MB NPU
detector ONNX float Snapdragon® 8 Gen 1 Mobile 211.265 ms 1 - 388 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-8275 92.435 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 104.561 ms 0 - 32 MB NPU
detector ONNX float Qualcomm® QCS8450 211.265 ms 1 - 388 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-9075 109.032 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 109.886 ms 24 - 24 MB NPU
detector ONNX float Qualcomm® Dragonwing™ Q-8750 60.749 ms 2 - 319 MB NPU
detector ONNX float Snapdragon® 8 Elite Mobile 60.749 ms 2 - 319 MB NPU
detector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 33.78 ms 3 - 331 MB NPU
detector ONNX w8a16 Snapdragon® X2 Elite 47.504 ms 2 - 2 MB NPU
detector ONNX w8a16 Snapdragon® X Elite 158.488 ms 13 - 13 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 97.801 ms 3 - 491 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 166.067 ms 3 - 548 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 503.231 ms 22 - 24 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 127.458 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 150.96 ms 0 - 18 MB NPU
detector ONNX w8a16 Qualcomm® QCS8450 166.067 ms 3 - 548 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 152.351 ms 2 - 5 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 158.488 ms 13 - 13 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 546.699 ms 20 - 363 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 154.257 ms 21 - 312 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 64.213 ms 1 - 461 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Mobile 64.213 ms 1 - 461 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 47.168 ms 0 - 384 MB NPU
detector ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 154.257 ms 21 - 312 MB NPU
detector ONNX w8a8 Snapdragon® X2 Elite 32.066 ms 1 - 1 MB NPU
detector ONNX w8a8 Snapdragon® X Elite 107.755 ms 13 - 13 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 72.034 ms 2 - 194 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 149.766 ms 2 - 193 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 193.534 ms 9 - 12 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 90.881 ms 1 - 5 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.666 ms 0 - 16 MB NPU
detector ONNX w8a8 Qualcomm® QCS8450 149.766 ms 2 - 193 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 104.581 ms 1 - 4 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 107.755 ms 13 - 13 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 299.985 ms 11 - 334 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 90.302 ms 14 - 263 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 42.572 ms 1 - 150 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Mobile 42.572 ms 1 - 150 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.713 ms 1 - 153 MB NPU
detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 90.302 ms 14 - 263 MB NPU
detector QNN_DLC float Snapdragon® X2 Elite 35.621 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® X Elite 113.453 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 69.146 ms 0 - 374 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 280.879 ms 5 - 381 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 93.037 ms 5 - 12 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 193.159 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 107.665 ms 5 - 7 MB NPU
detector QNN_DLC float Qualcomm® SA8775P 111.495 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8650P 111.495 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8255P 111.495 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® QCS8450 280.879 ms 5 - 381 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 111.712 ms 5 - 11 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 113.453 ms 5 - 5 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 61.744 ms 0 - 307 MB NPU
detector QNN_DLC float Qualcomm® SA7255P 193.159 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8295P 121.849 ms 1 - 319 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Mobile 61.744 ms 0 - 307 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 34.492 ms 1 - 318 MB NPU
detector QNN_DLC w8a16 Snapdragon® X2 Elite 58.438 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® X Elite 157.946 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 96.517 ms 0 - 486 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 125.461 ms 2 - 7 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 246.976 ms 2 - 435 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 149.206 ms 3 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8775P 152.117 ms 1 - 438 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8650P 152.117 ms 1 - 438 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8255P 152.117 ms 1 - 438 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 152.645 ms 4 - 8 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 157.946 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 63.44 ms 2 - 447 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA7255P 246.976 ms 2 - 435 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 63.44 ms 2 - 447 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 57.911 ms 2 - 559 MB NPU
detector QNN_DLC w8a8 Snapdragon® X2 Elite 32.407 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® X Elite 104.383 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 74.387 ms 1 - 173 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 138.13 ms 1 - 312 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 101.464 ms 1 - 5 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 201.247 ms 2 - 268 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 98.897 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8775P 100.658 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8650P 100.658 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8255P 100.658 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® QCS8450 138.13 ms 1 - 312 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 100.803 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 104.383 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 42.344 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA7255P 201.247 ms 2 - 268 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8295P 118.078 ms 2 - 138 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 42.344 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.208 ms 1 - 126 MB NPU
detector TFLITE float Snapdragon® 8 Gen 3 Mobile 68.555 ms 0 - 390 MB NPU
detector TFLITE float Snapdragon® 8 Gen 1 Mobile 165.126 ms 1 - 395 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 92.497 ms 0 - 36 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 192.243 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 105.675 ms 0 - 2 MB NPU
detector TFLITE float Qualcomm® SA8775P 110.209 ms 0 - 322 MB NPU
detector TFLITE float Qualcomm® SA8650P 110.209 ms 0 - 322 MB NPU
detector TFLITE float Qualcomm® SA8255P 110.209 ms 0 - 322 MB NPU
detector TFLITE float Qualcomm® QCS8450 165.126 ms 1 - 395 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 110.73 ms 0 - 35 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ Q-8750 60.488 ms 0 - 326 MB NPU
detector TFLITE float Qualcomm® SA7255P 192.243 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® SA8295P 120.291 ms 0 - 329 MB NPU
detector TFLITE float Snapdragon® 8 Elite Mobile 60.488 ms 0 - 326 MB NPU
detector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 33.448 ms 0 - 334 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 71.769 ms 0 - 181 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 147.562 ms 0 - 177 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 227.182 ms 0 - 29 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 94.976 ms 0 - 18 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 187.682 ms 1 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.206 ms 0 - 4 MB NPU
detector TFLITE w8a8 Qualcomm® SA8775P 103.525 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8650P 103.525 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8255P 103.525 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® QCS8450 147.562 ms 0 - 177 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 103.763 ms 0 - 17 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 300.666 ms 2 - 275 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 89.725 ms 2 - 250 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 43.132 ms 0 - 122 MB NPU
detector TFLITE w8a8 Qualcomm® SA7255P 187.682 ms 1 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® SA8295P 117.661 ms 0 - 139 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Mobile 43.132 ms 0 - 122 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.639 ms 0 - 124 MB NPU
detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 89.725 ms 2 - 250 MB NPU
text_encoder ONNX float Snapdragon® X2 Elite 106.796 ms 1 - 1 MB NPU
text_encoder ONNX float Snapdragon® X Elite 242.65 ms 139 - 139 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 172.835 ms 1 - 3482 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 329.991 ms 2 - 3429 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 252.031 ms 0 - 4 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 242.142 ms 0 - 164 MB NPU
text_encoder ONNX float Qualcomm® QCS8450 329.991 ms 2 - 3429 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 336.223 ms 0 - 3 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 242.65 ms 139 - 139 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 138.008 ms 1 - 1999 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Mobile 138.008 ms 1 - 1999 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 103.803 ms 1 - 1883 MB NPU
text_encoder ONNX w8a16 Snapdragon® X2 Elite 134.764 ms 1 - 1 MB NPU
text_encoder ONNX w8a16 Snapdragon® X Elite 300.772 ms 105 - 105 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 207.542 ms 0 - 1570 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 347.045 ms 1 - 1559 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 1025.907 ms 15 - 18 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 265.597 ms 0 - 4 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 293.419 ms 0 - 4 MB NPU
text_encoder ONNX w8a16 Qualcomm® QCS8450 347.045 ms 1 - 1559 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 270.078 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 300.772 ms 105 - 105 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 2019.762 ms 1 - 2724 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 323.821 ms 14 - 2305 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 156.267 ms 0 - 1421 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Mobile 156.267 ms 0 - 1421 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 133.426 ms 0 - 1431 MB NPU
text_encoder ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 323.821 ms 14 - 2305 MB NPU
text_encoder ONNX w8a8 Snapdragon® X2 Elite 35.792 ms 1 - 1 MB NPU
text_encoder ONNX w8a8 Snapdragon® X Elite 70.358 ms 72 - 72 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 47.02 ms 0 - 1280 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 109.917 ms 1 - 1299 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 352.087 ms 15 - 18 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 57.641 ms 0 - 4 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 68.025 ms 0 - 84 MB NPU
text_encoder ONNX w8a8 Qualcomm® QCS8450 109.917 ms 1 - 1299 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 87.089 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 70.358 ms 72 - 72 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 825.504 ms 13 - 2771 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 117.979 ms 14 - 1363 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 32.462 ms 0 - 1110 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 32.462 ms 0 - 1110 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 36.222 ms 0 - 1182 MB NPU
text_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 117.979 ms 14 - 1363 MB NPU
text_encoder QNN_DLC float Snapdragon® X2 Elite 106.9 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® X Elite 244.416 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 172.251 ms 0 - 3478 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 329.232 ms 1 - 3415 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 252.137 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 632.341 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 242.836 ms 0 - 880 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8775P 263.861 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8650P 263.861 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8255P 263.861 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® QCS8450 329.232 ms 1 - 3415 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 260.564 ms 2 - 4 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 244.416 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 137.54 ms 0 - 1990 MB NPU
text_encoder QNN_DLC float Qualcomm® SA7255P 632.341 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8295P 290.562 ms 0 - 1863 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 137.54 ms 0 - 1990 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 103.639 ms 0 - 1876 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X2 Elite 130.803 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X Elite 302.159 ms 0 - 0 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 212.208 ms 0 - 1590 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 277.406 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 517.658 ms 0 - 1491 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 311.939 ms 0 - 4 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8775P 304.047 ms 1 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8650P 304.047 ms 1 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8255P 304.047 ms 1 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 302.23 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 302.159 ms 0 - 0 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 151.114 ms 0 - 1444 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA7255P 517.658 ms 0 - 1491 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 151.114 ms 0 - 1444 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 128.219 ms 0 - 1457 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 108.622 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X Elite 182.663 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 124.504 ms 0 - 3262 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 213.11 ms 1 - 1428 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 151.871 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 311.865 ms 0 - 1703 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 177.173 ms 0 - 4 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8775P 178.396 ms 0 - 1731 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8650P 178.396 ms 0 - 1731 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8255P 178.396 ms 0 - 1731 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® QCS8450 213.11 ms 1 - 1428 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 174.822 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 182.663 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 85.463 ms 0 - 1245 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA7255P 311.865 ms 0 - 1703 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8295P 215.248 ms 0 - 1743 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 85.463 ms 0 - 1245 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 108.661 ms 0 - 1351 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 287.729 ms 0 - 1807 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 508.945 ms 1 - 1810 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 382.299 ms 0 - 143 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 773.333 ms 1 - 2017 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 396.215 ms 0 - 5 MB NPU
text_encoder TFLITE float Qualcomm® SA8775P 395.858 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® SA8650P 395.858 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® SA8255P 395.858 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® QCS8450 508.945 ms 1 - 1810 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 387.938 ms 0 - 140 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 221.319 ms 1 - 2081 MB NPU
text_encoder TFLITE float Qualcomm® SA7255P 773.333 ms 1 - 2017 MB NPU
text_encoder TFLITE float Qualcomm® SA8295P 417.72 ms 1 - 1956 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Mobile 221.319 ms 1 - 2081 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 176.041 ms 1 - 1940 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 58.372 ms 30 - 1504 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 131.625 ms 0 - 1494 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1392.5 ms 32 - 199 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 71.874 ms 0 - 77 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 151.251 ms 0 - 1315 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 84.983 ms 0 - 4 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8775P 83.719 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8650P 83.719 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8255P 83.719 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® QCS8450 131.625 ms 0 - 1494 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 82.678 ms 0 - 75 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1561.715 ms 30 - 903 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 427.541 ms 32 - 621 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 36.412 ms 0 - 1171 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA7255P 151.251 ms 0 - 1315 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8295P 102.896 ms 0 - 1325 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 36.412 ms 0 - 1171 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 42.183 ms 0 - 1523 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 427.541 ms 32 - 621 MB NPU

License

  • The license for the original implementation of YOLO-WORLD can be found here.

References

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Paper for qualcomm/YOLO-WORLD