Hugging Face's logo

qualcomm
/
YOLO-WORLD

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community

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 34.977 ms 5 - 5 MB NPU
detector ONNX float Snapdragon® X Elite 109.94 ms 24 - 24 MB NPU
detector ONNX float Snapdragon® 8 Gen 3 Mobile 68.714 ms 5 - 388 MB NPU
detector ONNX float Snapdragon® 8 Gen 1 Mobile 211.071 ms 1 - 383 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-8275 92.517 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 104.653 ms 0 - 29 MB NPU
detector ONNX float Qualcomm® QCS8450 211.071 ms 1 - 383 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-9075 109.024 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 109.94 ms 24 - 24 MB NPU
detector ONNX float Qualcomm® Dragonwing™ Q-8750 60.701 ms 1 - 317 MB NPU
detector ONNX float Snapdragon® 8 Elite Mobile 60.701 ms 1 - 317 MB NPU
detector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 33.893 ms 3 - 330 MB NPU
detector ONNX w8a16 Snapdragon® X2 Elite 47.462 ms 2 - 2 MB NPU
detector ONNX w8a16 Snapdragon® X Elite 158.414 ms 13 - 13 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 98.048 ms 3 - 490 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 166.022 ms 2 - 547 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 501.546 ms 21 - 24 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 127.087 ms 2 - 6 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 150.817 ms 0 - 53 MB NPU
detector ONNX w8a16 Qualcomm® QCS8450 166.022 ms 2 - 547 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 153.215 ms 2 - 5 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 158.414 ms 13 - 13 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 153.897 ms 23 - 316 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 64.217 ms 2 - 464 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Mobile 64.217 ms 2 - 464 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 47.562 ms 1 - 387 MB NPU
detector ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 153.897 ms 23 - 316 MB NPU
detector ONNX w8a8 Snapdragon® X2 Elite 32.004 ms 1 - 1 MB NPU
detector ONNX w8a8 Snapdragon® X Elite 107.716 ms 13 - 13 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 72.011 ms 2 - 195 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 149.904 ms 2 - 193 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 194.209 ms 16 - 18 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 91.36 ms 1 - 5 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.654 ms 0 - 16 MB NPU
detector ONNX w8a8 Qualcomm® QCS8450 149.904 ms 2 - 193 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 129.482 ms 1 - 4 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 107.716 ms 13 - 13 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 292.872 ms 1 - 323 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 89.124 ms 14 - 263 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 42.499 ms 1 - 149 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Mobile 42.499 ms 1 - 149 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.717 ms 0 - 152 MB NPU
detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 89.124 ms 14 - 263 MB NPU
detector QNN_DLC float Snapdragon® X2 Elite 35.658 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® X Elite 113.567 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 69.184 ms 5 - 383 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 280.545 ms 5 - 382 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 93.172 ms 5 - 12 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 193.175 ms 0 - 311 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 107.449 ms 5 - 272 MB NPU
detector QNN_DLC float Qualcomm® SA8775P 111.512 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8650P 111.512 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8255P 111.512 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® QCS8450 280.545 ms 5 - 382 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 112.487 ms 7 - 13 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 113.567 ms 5 - 5 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 61.807 ms 3 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA7255P 193.175 ms 0 - 311 MB NPU
detector QNN_DLC float Qualcomm® SA8295P 121.834 ms 1 - 320 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Mobile 61.807 ms 3 - 310 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 34.438 ms 5 - 320 MB NPU
detector QNN_DLC w8a16 Snapdragon® X2 Elite 58.344 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® X Elite 157.647 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 96.54 ms 2 - 489 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 125.338 ms 0 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 246.962 ms 2 - 434 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 149.842 ms 0 - 19 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8775P 152.112 ms 1 - 437 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8650P 152.112 ms 1 - 437 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8255P 152.112 ms 1 - 437 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 152.693 ms 2 - 6 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 157.647 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 63.462 ms 0 - 448 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA7255P 246.962 ms 2 - 434 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 63.462 ms 0 - 448 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 57.976 ms 2 - 561 MB NPU
detector QNN_DLC w8a8 Snapdragon® X2 Elite 32.414 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® X Elite 104.306 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 74.406 ms 1 - 173 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 138.139 ms 1 - 313 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 101.844 ms 1 - 5 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 200.639 ms 2 - 267 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 99.009 ms 1 - 130 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8775P 100.696 ms 1 - 135 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8650P 100.696 ms 1 - 135 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8255P 100.696 ms 1 - 135 MB NPU
detector QNN_DLC w8a8 Qualcomm® QCS8450 138.139 ms 1 - 313 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 101.179 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 104.306 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 42.288 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA7255P 200.639 ms 2 - 267 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8295P 118.157 ms 2 - 138 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 42.288 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.418 ms 1 - 126 MB NPU
detector TFLITE float Snapdragon® 8 Gen 3 Mobile 68.641 ms 0 - 387 MB NPU
detector TFLITE float Snapdragon® 8 Gen 1 Mobile 164.953 ms 1 - 395 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 92.826 ms 0 - 36 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-8275 192.015 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 105.837 ms 0 - 3 MB NPU
detector TFLITE float Qualcomm® SA8775P 110.25 ms 0 - 321 MB NPU
detector TFLITE float Qualcomm® SA8650P 110.25 ms 0 - 321 MB NPU
detector TFLITE float Qualcomm® SA8255P 110.25 ms 0 - 321 MB NPU
detector TFLITE float Qualcomm® QCS8450 164.953 ms 1 - 395 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 110.28 ms 0 - 35 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ Q-8750 60.466 ms 0 - 326 MB NPU
detector TFLITE float Qualcomm® SA7255P 192.015 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® SA8295P 120.286 ms 1 - 328 MB NPU
detector TFLITE float Snapdragon® 8 Elite Mobile 60.466 ms 0 - 326 MB NPU
detector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 33.518 ms 0 - 334 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 71.816 ms 0 - 179 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 147.836 ms 0 - 178 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 224.304 ms 0 - 28 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 95.021 ms 0 - 18 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 187.895 ms 0 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.371 ms 0 - 5 MB NPU
detector TFLITE w8a8 Qualcomm® SA8775P 103.493 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8650P 103.493 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8255P 103.493 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® QCS8450 147.836 ms 0 - 178 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 127.079 ms 0 - 17 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 300.329 ms 0 - 273 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 89.546 ms 0 - 248 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 43.144 ms 0 - 122 MB NPU
detector TFLITE w8a8 Qualcomm® SA7255P 187.895 ms 0 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® SA8295P 117.672 ms 0 - 140 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Mobile 43.144 ms 0 - 122 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.61 ms 0 - 125 MB NPU
detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 89.546 ms 0 - 248 MB NPU
text_encoder ONNX float Snapdragon® X2 Elite 106.815 ms 1 - 1 MB NPU
text_encoder ONNX float Snapdragon® X Elite 242.569 ms 138 - 138 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 173.174 ms 1 - 3483 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 332.498 ms 1 - 3427 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 252.04 ms 0 - 4 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 239.687 ms 0 - 164 MB NPU
text_encoder ONNX float Qualcomm® QCS8450 332.498 ms 1 - 3427 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 260.604 ms 0 - 3 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 242.569 ms 138 - 138 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 137.881 ms 1 - 1994 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Mobile 137.881 ms 1 - 1994 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 103.801 ms 1 - 1883 MB NPU
text_encoder ONNX w8a16 Snapdragon® X2 Elite 133.889 ms 1 - 1 MB NPU
text_encoder ONNX w8a16 Snapdragon® X Elite 301.048 ms 105 - 105 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 208.019 ms 0 - 1572 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 350.366 ms 1 - 1559 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 1024.667 ms 13 - 16 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 265.612 ms 0 - 4 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 292.411 ms 0 - 116 MB NPU
text_encoder ONNX w8a16 Qualcomm® QCS8450 350.366 ms 1 - 1559 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 342.988 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 301.048 ms 105 - 105 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 325.652 ms 15 - 2304 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 157.583 ms 0 - 1418 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Mobile 157.583 ms 0 - 1418 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 132.619 ms 0 - 1430 MB NPU
text_encoder ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 325.652 ms 15 - 2304 MB NPU
text_encoder ONNX w8a8 Snapdragon® X2 Elite 35.721 ms 1 - 1 MB NPU
text_encoder ONNX w8a8 Snapdragon® X Elite 70.386 ms 73 - 73 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 46.82 ms 0 - 1284 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 108.072 ms 1 - 1296 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 352.438 ms 15 - 18 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 57.571 ms 0 - 4 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 68.116 ms 0 - 669 MB NPU
text_encoder ONNX w8a8 Qualcomm® QCS8450 108.072 ms 1 - 1296 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 65.992 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 70.386 ms 73 - 73 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 856.65 ms 15 - 2776 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 117.858 ms 15 - 1358 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 32.345 ms 0 - 1109 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 32.345 ms 0 - 1109 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 36.054 ms 0 - 1185 MB NPU
text_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 117.858 ms 15 - 1358 MB NPU
text_encoder QNN_DLC float Snapdragon® X2 Elite 106.784 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® X Elite 243.027 ms 1 - 1 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 173.373 ms 0 - 3477 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 327.369 ms 0 - 3415 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 252.359 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 632.429 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 243.793 ms 1 - 937 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8775P 263.675 ms 0 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8650P 263.675 ms 0 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8255P 263.675 ms 0 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® QCS8450 327.369 ms 0 - 3415 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 260.636 ms 0 - 2 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 243.027 ms 1 - 1 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 138.435 ms 0 - 1988 MB NPU
text_encoder QNN_DLC float Qualcomm® SA7255P 632.429 ms 1 - 1943 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8295P 290.991 ms 0 - 1863 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 138.435 ms 0 - 1988 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 103.545 ms 0 - 1877 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X2 Elite 130.786 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X Elite 302.803 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 211.357 ms 0 - 1592 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 278.063 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 517.783 ms 1 - 1491 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 311.279 ms 1 - 884 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8775P 303.961 ms 1 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8650P 303.961 ms 1 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8255P 303.961 ms 1 - 1397 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 302.243 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 302.803 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 150.715 ms 0 - 1441 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA7255P 517.783 ms 1 - 1491 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 150.715 ms 0 - 1441 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 128.194 ms 0 - 1453 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 108.666 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X Elite 182.764 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 124.91 ms 0 - 3262 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 210.956 ms 0 - 1428 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 152.019 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 311.679 ms 0 - 1704 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 177.202 ms 0 - 558 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8775P 178.344 ms 0 - 1731 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8650P 178.344 ms 0 - 1731 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8255P 178.344 ms 0 - 1731 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® QCS8450 210.956 ms 0 - 1428 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 174.714 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 182.764 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 86.12 ms 0 - 1247 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA7255P 311.679 ms 0 - 1704 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8295P 214.945 ms 0 - 1743 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 86.12 ms 0 - 1247 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 108.656 ms 0 - 1350 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 287.734 ms 1 - 1806 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 490.771 ms 1 - 1814 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 382.81 ms 0 - 143 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 772.605 ms 1 - 2017 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 393.672 ms 0 - 4 MB NPU
text_encoder TFLITE float Qualcomm® SA8775P 396.237 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® SA8650P 396.237 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® SA8255P 396.237 ms 1 - 2030 MB NPU
text_encoder TFLITE float Qualcomm® QCS8450 490.771 ms 1 - 1814 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 387.641 ms 0 - 140 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 222.214 ms 1 - 2077 MB NPU
text_encoder TFLITE float Qualcomm® SA7255P 772.605 ms 1 - 2017 MB NPU
text_encoder TFLITE float Qualcomm® SA8295P 418.047 ms 1 - 1955 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Mobile 222.214 ms 1 - 2077 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 176.058 ms 0 - 1942 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 58.339 ms 0 - 1473 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 132.695 ms 0 - 1497 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1387.97 ms 32 - 199 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 71.803 ms 0 - 77 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 151.378 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 85.172 ms 0 - 4 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8775P 83.757 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8650P 83.757 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8255P 83.757 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® QCS8450 132.695 ms 0 - 1497 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 83.247 ms 0 - 75 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1555.983 ms 30 - 903 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 425.58 ms 31 - 620 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 36.778 ms 0 - 1168 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA7255P 151.378 ms 0 - 1316 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8295P 102.799 ms 0 - 1324 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 36.778 ms 0 - 1168 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 41.188 ms 0 - 1519 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 425.58 ms 31 - 620 MB NPU

License

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

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Object Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Paper for qualcomm/YOLO-WORLD