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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® 8 Elite Gen 5 For Galaxy Mobile 32.754 ms 0 - 320 MB NPU
detector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 61.364 ms 1 - 307 MB NPU
detector ONNX float Snapdragon® X2 Elite 33.167 ms 5 - 5 MB NPU
detector ONNX float Snapdragon® X Elite 109.85 ms 24 - 24 MB NPU
detector ONNX float Snapdragon® 8 Gen 3 Mobile 69.181 ms 5 - 378 MB NPU
detector ONNX float Snapdragon® 8 Gen 1 Mobile 120.004 ms 5 - 383 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-8275 93.663 ms 5 - 9 MB NPU
detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 104.18 ms 0 - 29 MB NPU
detector ONNX float Qualcomm® QCS8450 120.004 ms 5 - 383 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-9075 108.812 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 109.85 ms 24 - 24 MB NPU
detector ONNX float Qualcomm® Dragonwing™ Q-8750 61.364 ms 1 - 307 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 47.083 ms 0 - 344 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 64.923 ms 0 - 346 MB NPU
detector ONNX w8a16 Snapdragon® X2 Elite 47.515 ms 2 - 2 MB NPU
detector ONNX w8a16 Snapdragon® X Elite 158.063 ms 13 - 13 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 98.323 ms 2 - 381 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 163.468 ms 3 - 355 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 333.13 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 127.679 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 150.574 ms 0 - 17 MB NPU
detector ONNX w8a16 Qualcomm® QCS8450 163.468 ms 3 - 355 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 153.193 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 158.063 ms 13 - 13 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 154.257 ms 21 - 312 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 64.923 ms 0 - 346 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 31.252 ms 0 - 137 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 42.159 ms 0 - 134 MB NPU
detector ONNX w8a8 Snapdragon® X2 Elite 31.438 ms 1 - 1 MB NPU
detector ONNX w8a8 Snapdragon® X Elite 106.451 ms 14 - 14 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 69.954 ms 2 - 194 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 126.344 ms 2 - 178 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 215.956 ms 1 - 4 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 90.049 ms 1 - 5 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 101.212 ms 0 - 16 MB NPU
detector ONNX w8a8 Qualcomm® QCS8450 126.344 ms 2 - 178 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 103.275 ms 1 - 4 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 106.451 ms 14 - 14 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 317.849 ms 0 - 348 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 87.557 ms 2 - 318 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 42.159 ms 0 - 134 MB NPU
detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 87.557 ms 2 - 318 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 32.824 ms 5 - 307 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 61.941 ms 0 - 296 MB NPU
detector QNN_DLC float Snapdragon® X2 Elite 33.572 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® X Elite 112.372 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 69.397 ms 0 - 367 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 122.242 ms 5 - 368 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 94.345 ms 5 - 13 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 106.58 ms 5 - 8 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 122.242 ms 5 - 368 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 110.388 ms 5 - 12 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 112.372 ms 5 - 5 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 61.941 ms 0 - 296 MB NPU
detector QNN_DLC float Qualcomm® SA8295P 120.556 ms 0 - 307 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 46.977 ms 2 - 356 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 63.751 ms 2 - 427 MB NPU
detector QNN_DLC w8a16 Snapdragon® X2 Elite 47.28 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® X Elite 157.202 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 98.612 ms 103 - 567 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 128.253 ms 1 - 6 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 149.522 ms 3 - 5 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 153.537 ms 1 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 157.202 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 63.751 ms 2 - 427 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 31.366 ms 1 - 123 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 42.276 ms 0 - 118 MB NPU
detector QNN_DLC w8a8 Snapdragon® X2 Elite 31.703 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® X Elite 105.914 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 70.389 ms 1 - 177 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 121.02 ms 2 - 159 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 91.851 ms 1 - 5 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 100.639 ms 1 - 101 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 121.02 ms 2 - 159 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 102.207 ms 3 - 6 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 105.914 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 42.276 ms 0 - 118 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8295P 116.942 ms 2 - 122 MB NPU
detector TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 32.787 ms 0 - 324 MB NPU
detector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 61.166 ms 0 - 312 MB NPU
detector TFLITE float Snapdragon® 8 Gen 3 Mobile 69.035 ms 0 - 380 MB NPU
detector TFLITE float Snapdragon® 8 Gen 1 Mobile 119.929 ms 1 - 375 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 93.064 ms 0 - 36 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 106.144 ms 0 - 104 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 119.929 ms 1 - 375 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 109.753 ms 0 - 35 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ Q-8750 61.166 ms 0 - 312 MB NPU
detector TFLITE float Qualcomm® SA8295P 119.551 ms 0 - 314 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 41.762 ms 0 - 132 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 70.718 ms 0 - 174 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 127.481 ms 0 - 162 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 193.283 ms 0 - 29 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 92.832 ms 0 - 18 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 100.247 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 127.481 ms 0 - 162 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 103.043 ms 0 - 18 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 296.62 ms 0 - 259 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 41.762 ms 0 - 132 MB NPU
detector TFLITE w8a8 Qualcomm® SA8295P 116.928 ms 0 - 124 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 144.604 ms 1 - 1565 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 186.251 ms 1 - 1553 MB NPU
text_encoder ONNX float Snapdragon® X2 Elite 160.267 ms 1 - 1 MB NPU
text_encoder ONNX float Snapdragon® X Elite 303.711 ms 138 - 138 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 229.406 ms 1 - 1792 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 410.411 ms 1 - 1657 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 307.027 ms 0 - 4 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 314.24 ms 0 - 164 MB NPU
text_encoder ONNX float Qualcomm® QCS8450 410.411 ms 1 - 1657 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 332.803 ms 0 - 4 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 303.711 ms 138 - 138 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 186.251 ms 1 - 1553 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 127.083 ms 0 - 1381 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 150.909 ms 1 - 1368 MB NPU
text_encoder ONNX w8a16 Snapdragon® X2 Elite 125.245 ms 1 - 1 MB NPU
text_encoder ONNX w8a16 Snapdragon® X Elite 269.668 ms 102 - 102 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 189.355 ms 85 - 1834 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 317.334 ms 1 - 1549 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 859.43 ms 15 - 18 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 251.61 ms 0 - 4 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 273.256 ms 0 - 4 MB NPU
text_encoder ONNX w8a16 Qualcomm® QCS8450 317.334 ms 1 - 1549 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 278.873 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 269.668 ms 102 - 102 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 150.909 ms 1 - 1368 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 23.829 ms 0 - 1144 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 32.698 ms 0 - 1089 MB NPU
text_encoder ONNX w8a8 Snapdragon® X2 Elite 23.054 ms 1 - 1 MB NPU
text_encoder ONNX w8a8 Snapdragon® X Elite 65.915 ms 73 - 73 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 46.691 ms 0 - 3386 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 84.354 ms 1 - 1284 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 262.251 ms 15 - 18 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 56.956 ms 0 - 4 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 65.29 ms 0 - 84 MB NPU
text_encoder ONNX w8a8 Qualcomm® QCS8450 84.354 ms 1 - 1284 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 64.63 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 65.915 ms 73 - 73 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 851.69 ms 17 - 1650 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 115.795 ms 13 - 1302 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 32.698 ms 0 - 1089 MB NPU
text_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 115.795 ms 13 - 1302 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 94.967 ms 0 - 1462 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 132.586 ms 0 - 1447 MB NPU
text_encoder QNN_DLC float Snapdragon® X2 Elite 97.558 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® X Elite 216.977 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 151.871 ms 0 - 1602 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 295.583 ms 0 - 1581 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 223.8 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 214.905 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 295.583 ms 0 - 1581 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 232.158 ms 2 - 4 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 216.977 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 132.586 ms 0 - 1447 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8295P 277.359 ms 1 - 1336 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 103.317 ms 0 - 1526 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 132.258 ms 0 - 1885 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X2 Elite 97.997 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X Elite 282.239 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 180.857 ms 1 - 1634 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 230.641 ms 0 - 3 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 280.185 ms 0 - 3 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 261.364 ms 2 - 4 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 282.239 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 132.258 ms 0 - 1885 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 104.327 ms 0 - 1310 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 74.011 ms 0 - 1242 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 96.299 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X Elite 167.936 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 118.611 ms 0 - 3253 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 193.636 ms 0 - 1410 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 147.985 ms 0 - 3 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 163.375 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 193.636 ms 0 - 1410 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 161.227 ms 2 - 4 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 167.936 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 74.011 ms 0 - 1242 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8295P 206.85 ms 0 - 1246 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 167.917 ms 1 - 1477 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 212.315 ms 0 - 1442 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 251.376 ms 0 - 1659 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 407.843 ms 1 - 1557 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 331.949 ms 0 - 139 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 355.564 ms 0 - 4 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 407.843 ms 1 - 1557 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 371.903 ms 0 - 138 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 212.315 ms 0 - 1442 MB NPU
text_encoder TFLITE float Qualcomm® SA8295P 402.909 ms 1 - 1338 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 37.236 ms 0 - 1107 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 59.215 ms 0 - 1268 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 108.243 ms 1 - 1273 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1036.888 ms 32 - 201 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 73.394 ms 0 - 75 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 82.259 ms 0 - 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 108.243 ms 1 - 1273 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 80.641 ms 0 - 74 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1151.785 ms 30 - 733 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 37.236 ms 0 - 1107 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8295P 108.732 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