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YOLO-WORLD

Object Detection
PyTorch
real_time
android
Model card Files
xet
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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® 8 Elite Gen 5 For Galaxy Mobile 32.368 ms 0 - 313 MB NPU
detector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 61.565 ms 3 - 305 MB NPU
detector ONNX float Snapdragon® X2 Elite 33.376 ms 5 - 5 MB NPU
detector ONNX float Snapdragon® X Elite 110.504 ms 24 - 24 MB NPU
detector ONNX float Snapdragon® 8 Gen 3 Mobile 68.955 ms 1 - 367 MB NPU
detector ONNX float Snapdragon® 8 Gen 1 Mobile 120.32 ms 6 - 371 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-8275 93.372 ms 5 - 9 MB NPU
detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 105.191 ms 0 - 30 MB NPU
detector ONNX float Qualcomm® QCS8450 120.32 ms 6 - 371 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-9075 110.476 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 110.504 ms 24 - 24 MB NPU
detector ONNX float Qualcomm® Dragonwing™ Q-8750 61.565 ms 3 - 305 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 46.696 ms 0 - 342 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 67.567 ms 0 - 334 MB NPU
detector ONNX w8a16 Snapdragon® X2 Elite 49.028 ms 2 - 2 MB NPU
detector ONNX w8a16 Snapdragon® X Elite 182.343 ms 13 - 13 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 97.792 ms 3 - 360 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 319.872 ms 3 - 587 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 339.559 ms 21 - 25 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 127.011 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 173.504 ms 0 - 17 MB NPU
detector ONNX w8a16 Qualcomm® QCS8450 319.872 ms 3 - 587 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 153.015 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 182.343 ms 13 - 13 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 506.205 ms 22 - 311 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 154.257 ms 21 - 312 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 67.567 ms 0 - 334 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 30.933 ms 0 - 137 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 42.352 ms 0 - 132 MB NPU
detector ONNX w8a8 Snapdragon® X2 Elite 31.235 ms 1 - 1 MB NPU
detector ONNX w8a8 Snapdragon® X Elite 105.457 ms 14 - 14 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 70.506 ms 1 - 194 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 126.097 ms 2 - 178 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 183.717 ms 9 - 13 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 90.686 ms 1 - 5 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 100.469 ms 0 - 16 MB NPU
detector ONNX w8a8 Qualcomm® QCS8450 126.097 ms 2 - 178 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 102.115 ms 1 - 4 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 105.457 ms 14 - 14 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 296.795 ms 1 - 255 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 88.85 ms 12 - 253 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 42.352 ms 0 - 132 MB NPU
detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 88.85 ms 12 - 253 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 32.694 ms 4 - 306 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 61.942 ms 0 - 295 MB NPU
detector QNN_DLC float Snapdragon® X2 Elite 33.658 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® X Elite 112.306 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 69.544 ms 5 - 376 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 122.483 ms 5 - 367 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 94.107 ms 5 - 13 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 106.409 ms 5 - 242 MB NPU
detector QNN_DLC float Qualcomm® SA8650P 111.57 ms 1 - 311 MB NPU
detector QNN_DLC float Qualcomm® SA8255P 111.57 ms 1 - 311 MB NPU
detector QNN_DLC float Qualcomm® QCS8450 122.483 ms 5 - 367 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 111.082 ms 5 - 12 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 112.306 ms 5 - 5 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 61.942 ms 0 - 295 MB NPU
detector QNN_DLC float Qualcomm® SA8295P 120.649 ms 1 - 308 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 46.911 ms 0 - 360 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 64.155 ms 0 - 320 MB NPU
detector QNN_DLC w8a16 Snapdragon® X2 Elite 47.404 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® X Elite 156.973 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 98.566 ms 3 - 471 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 128.069 ms 0 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 149.589 ms 3 - 13 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8650P 152.064 ms 2 - 438 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8255P 152.064 ms 2 - 438 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 152.429 ms 0 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 156.973 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 64.155 ms 0 - 320 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 31.05 ms 3 - 126 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 42.47 ms 1 - 122 MB NPU
detector QNN_DLC w8a8 Snapdragon® X2 Elite 31.62 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® X Elite 106.395 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 69.753 ms 1 - 165 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 120.836 ms 2 - 157 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 90.37 ms 0 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 100.579 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8650P 100.633 ms 2 - 135 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8255P 100.633 ms 2 - 135 MB NPU
detector QNN_DLC w8a8 Qualcomm® QCS8450 120.836 ms 2 - 157 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 102.775 ms 2 - 5 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 106.395 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 42.47 ms 1 - 122 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8295P 116.617 ms 2 - 122 MB NPU
detector TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 32.937 ms 0 - 324 MB NPU
detector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 61.149 ms 0 - 313 MB NPU
detector TFLITE float Snapdragon® 8 Gen 3 Mobile 68.878 ms 0 - 382 MB NPU
detector TFLITE float Snapdragon® 8 Gen 1 Mobile 120.123 ms 1 - 376 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 92.994 ms 0 - 36 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 105.955 ms 0 - 7 MB NPU
detector TFLITE float Qualcomm® SA8650P 110.258 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® SA8255P 110.258 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® QCS8450 120.123 ms 1 - 376 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 109.696 ms 0 - 35 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ Q-8750 61.149 ms 0 - 313 MB NPU
detector TFLITE float Qualcomm® SA8295P 119.547 ms 1 - 314 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 41.6 ms 0 - 130 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 70.684 ms 0 - 172 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 127.704 ms 1 - 161 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 193.714 ms 0 - 29 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 90.358 ms 0 - 18 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 100.255 ms 0 - 3 MB NPU
detector TFLITE w8a8 Qualcomm® SA8650P 103.494 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8255P 103.494 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® QCS8450 127.704 ms 1 - 161 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 102.138 ms 0 - 18 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 293.116 ms 0 - 259 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 41.6 ms 0 - 130 MB NPU
detector TFLITE w8a8 Qualcomm® SA8295P 117.321 ms 0 - 123 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 95.061 ms 0 - 1467 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 131.578 ms 1 - 1446 MB NPU
text_encoder ONNX float Snapdragon® X2 Elite 98.327 ms 1 - 1 MB NPU
text_encoder ONNX float Snapdragon® X Elite 215.435 ms 137 - 137 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 151.461 ms 1 - 1664 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 294.15 ms 2 - 1593 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 224.112 ms 0 - 4 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 215.631 ms 0 - 534 MB NPU
text_encoder ONNX float Qualcomm® QCS8450 294.15 ms 2 - 1593 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 231.816 ms 0 - 4 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 215.435 ms 137 - 137 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 131.578 ms 1 - 1446 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 127.175 ms 0 - 1380 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 151.619 ms 0 - 1371 MB NPU
text_encoder ONNX w8a16 Snapdragon® X2 Elite 124.852 ms 1 - 1 MB NPU
text_encoder ONNX w8a16 Snapdragon® X Elite 269.401 ms 102 - 102 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 188.489 ms 1 - 1716 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 313.747 ms 1 - 1548 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 858.864 ms 13 - 17 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 251.416 ms 0 - 4 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 269.231 ms 0 - 116 MB NPU
text_encoder ONNX w8a16 Qualcomm® QCS8450 313.747 ms 1 - 1548 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 278.912 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 269.401 ms 102 - 102 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 2673.89 ms 1 - 2042 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 151.619 ms 0 - 1371 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 23.78 ms 0 - 1145 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 32.447 ms 0 - 1088 MB NPU
text_encoder ONNX w8a8 Snapdragon® X2 Elite 22.948 ms 1 - 1 MB NPU
text_encoder ONNX w8a8 Snapdragon® X Elite 65.906 ms 73 - 73 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 46.342 ms 0 - 3388 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 83.23 ms 1 - 1284 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 261.597 ms 15 - 18 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 56.957 ms 0 - 4 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 65.25 ms 0 - 84 MB NPU
text_encoder ONNX w8a8 Qualcomm® QCS8450 83.23 ms 1 - 1284 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 64.403 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 65.906 ms 73 - 73 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 773.299 ms 15 - 1650 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 113.014 ms 14 - 1302 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 32.447 ms 0 - 1088 MB NPU
text_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 113.014 ms 14 - 1302 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 94.947 ms 0 - 1463 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 131.222 ms 0 - 1447 MB NPU
text_encoder QNN_DLC float Snapdragon® X2 Elite 97.667 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® X Elite 215.851 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 150.593 ms 0 - 1600 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 294.066 ms 0 - 1580 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 223.517 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 214.416 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8650P 263.683 ms 0 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8255P 263.683 ms 0 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® QCS8450 294.066 ms 0 - 1580 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 231.748 ms 0 - 2 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 215.851 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 131.222 ms 0 - 1447 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8295P 277.422 ms 1 - 1336 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 103.216 ms 0 - 1526 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 131.84 ms 0 - 1885 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X2 Elite 98.002 ms 0 - 0 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X Elite 282.29 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 180.595 ms 1 - 1636 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 230.848 ms 0 - 3 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 279.54 ms 0 - 941 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8650P 304.057 ms 0 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8255P 304.057 ms 0 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 261.4 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 282.29 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 131.84 ms 0 - 1885 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 98.401 ms 0 - 1743 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 72.872 ms 0 - 1243 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 98.593 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X Elite 167.866 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 120.108 ms 0 - 3265 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 193.928 ms 0 - 1410 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 149.523 ms 0 - 3 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 164.355 ms 0 - 3 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8650P 178.065 ms 0 - 1730 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8255P 178.065 ms 0 - 1730 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® QCS8450 193.928 ms 0 - 1410 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 162.076 ms 2 - 4 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 167.866 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 72.872 ms 0 - 1243 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8295P 208.533 ms 0 - 1264 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 167.943 ms 1 - 1482 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 211.677 ms 1 - 1454 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 252.016 ms 0 - 1664 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 405.763 ms 1 - 1566 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 331.173 ms 0 - 139 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 366.784 ms 0 - 5 MB NPU
text_encoder TFLITE float Qualcomm® SA8650P 395.946 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® SA8255P 395.946 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® QCS8450 405.763 ms 1 - 1566 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 371.694 ms 0 - 138 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 211.677 ms 1 - 1454 MB NPU
text_encoder TFLITE float Qualcomm® SA8295P 403.462 ms 1 - 1342 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 37.632 ms 0 - 1109 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 58.907 ms 0 - 1267 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 108.937 ms 1 - 1273 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1028.186 ms 31 - 200 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 73.425 ms 0 - 75 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 82.449 ms 1 - 4 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8650P 83.583 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8255P 83.583 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® QCS8450 108.937 ms 1 - 1273 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 80.982 ms 0 - 74 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1154.347 ms 30 - 745 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 37.632 ms 0 - 1109 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8295P 108.802 ms 0 - 1101 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