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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
detector ONNX float Snapdragon® X2 Elite 34.848 ms 5 - 5 MB NPU
detector ONNX float Snapdragon® X Elite 109.827 ms 24 - 24 MB NPU
detector ONNX float Snapdragon® 8 Gen 3 Mobile 68.602 ms 6 - 391 MB NPU
detector ONNX float Snapdragon® 8 Gen 1 Mobile 210.943 ms 1 - 383 MB NPU
detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 104.528 ms 0 - 271 MB NPU
detector ONNX float Qualcomm® QCS8450 210.943 ms 1 - 383 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-9075 109.13 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 109.827 ms 24 - 24 MB NPU
detector ONNX float Qualcomm® Dragonwing™ Q-8750 60.713 ms 3 - 320 MB NPU
detector ONNX float Snapdragon® 8 Elite Mobile 60.713 ms 3 - 320 MB NPU
detector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 33.994 ms 1 - 326 MB NPU
detector ONNX w8a16 Snapdragon® X2 Elite 47.496 ms 2 - 2 MB NPU
detector ONNX w8a16 Snapdragon® X Elite 158.342 ms 13 - 13 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 97.782 ms 5 - 492 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 166.029 ms 3 - 551 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 502.544 ms 22 - 25 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 150.972 ms 0 - 248 MB NPU
detector ONNX w8a16 Qualcomm® QCS8450 166.029 ms 3 - 551 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 152.66 ms 2 - 5 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 158.342 ms 13 - 13 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 64.343 ms 1 - 465 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Mobile 64.343 ms 1 - 465 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 47.54 ms 0 - 386 MB NPU
detector ONNX w8a8 Snapdragon® X2 Elite 31.967 ms 1 - 1 MB NPU
detector ONNX w8a8 Snapdragon® X Elite 107.686 ms 13 - 13 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 71.989 ms 2 - 198 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 149.919 ms 2 - 195 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 194.312 ms 10 - 13 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.551 ms 0 - 16 MB NPU
detector ONNX w8a8 Qualcomm® QCS8450 149.919 ms 2 - 195 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 126.007 ms 1 - 4 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 107.686 ms 13 - 13 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 42.487 ms 2 - 151 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Mobile 42.487 ms 2 - 151 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.692 ms 0 - 153 MB NPU
detector QNN_DLC float Snapdragon® X2 Elite 35.666 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® X Elite 113.321 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 69.229 ms 0 - 380 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 280.387 ms 5 - 381 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8275 193.109 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 107.501 ms 5 - 9 MB NPU
detector QNN_DLC float Qualcomm® SA8775P 111.586 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8650P 111.586 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8255P 111.586 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® QCS8450 280.387 ms 5 - 381 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 112.813 ms 5 - 11 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 113.321 ms 5 - 5 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 61.636 ms 0 - 307 MB NPU
detector QNN_DLC float Qualcomm® SA7255P 193.109 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® SA8295P 121.784 ms 0 - 319 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Mobile 61.636 ms 0 - 307 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 34.78 ms 2 - 318 MB NPU
detector QNN_DLC w8a16 Snapdragon® X2 Elite 58.355 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® X Elite 157.695 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 96.626 ms 0 - 488 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 246.938 ms 1 - 434 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 149.264 ms 3 - 182 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8775P 152.123 ms 1 - 437 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8650P 152.123 ms 1 - 437 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8255P 152.123 ms 1 - 437 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 181.828 ms 0 - 4 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 157.695 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 63.602 ms 0 - 448 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA7255P 246.938 ms 1 - 434 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 63.602 ms 0 - 448 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 57.943 ms 2 - 561 MB NPU
detector QNN_DLC w8a8 Snapdragon® X2 Elite 32.375 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® X Elite 104.408 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 74.672 ms 1 - 176 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 138.046 ms 1 - 315 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 201.342 ms 2 - 268 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 99.085 ms 0 - 10 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8775P 100.652 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8650P 100.652 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8255P 100.652 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® QCS8450 138.046 ms 1 - 315 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 101.452 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 104.408 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 42.255 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA7255P 201.342 ms 2 - 268 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8295P 118.091 ms 2 - 138 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 42.255 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.193 ms 1 - 126 MB NPU
detector TFLITE float Snapdragon® 8 Gen 3 Mobile 68.489 ms 0 - 387 MB NPU
detector TFLITE float Snapdragon® 8 Gen 1 Mobile 165.541 ms 1 - 394 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8275 192.019 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 105.884 ms 0 - 2 MB NPU
detector TFLITE float Qualcomm® SA8775P 110.308 ms 0 - 321 MB NPU
detector TFLITE float Qualcomm® SA8650P 110.308 ms 0 - 321 MB NPU
detector TFLITE float Qualcomm® SA8255P 110.308 ms 0 - 321 MB NPU
detector TFLITE float Qualcomm® QCS8450 165.541 ms 1 - 394 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 110.243 ms 0 - 35 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ Q-8750 60.481 ms 0 - 325 MB NPU
detector TFLITE float Qualcomm® SA7255P 192.019 ms 1 - 322 MB NPU
detector TFLITE float Qualcomm® SA8295P 120.302 ms 1 - 328 MB NPU
detector TFLITE float Snapdragon® 8 Elite Mobile 60.481 ms 0 - 325 MB NPU
detector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 33.472 ms 0 - 335 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 71.909 ms 0 - 178 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 147.519 ms 1 - 179 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 224.169 ms 0 - 28 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 187.808 ms 0 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.293 ms 0 - 77 MB NPU
detector TFLITE w8a8 Qualcomm® SA8775P 103.451 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8650P 103.451 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8255P 103.451 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® QCS8450 147.519 ms 1 - 179 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 103.86 ms 0 - 17 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 303.872 ms 0 - 273 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 89.107 ms 0 - 249 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 43.133 ms 0 - 122 MB NPU
detector TFLITE w8a8 Qualcomm® SA7255P 187.808 ms 0 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® SA8295P 117.649 ms 0 - 139 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Mobile 43.133 ms 0 - 122 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.865 ms 0 - 124 MB NPU
detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 89.107 ms 0 - 249 MB NPU
text_encoder ONNX float Snapdragon® X2 Elite 104.65 ms 1 - 1 MB NPU
text_encoder ONNX float Snapdragon® X Elite 264.714 ms 135 - 135 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 185.254 ms 1 - 1580 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 307.301 ms 2 - 1523 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 267.962 ms 0 - 164 MB NPU
text_encoder ONNX float Qualcomm® QCS8450 307.301 ms 2 - 1523 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 284.038 ms 0 - 3 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 264.714 ms 135 - 135 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 163.259 ms 1 - 1440 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Mobile 163.259 ms 1 - 1440 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 101.753 ms 1 - 1502 MB NPU
text_encoder ONNX w8a16 Snapdragon® X2 Elite 133.215 ms 1 - 1 MB NPU
text_encoder ONNX w8a16 Snapdragon® X Elite 296.706 ms 103 - 103 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 206.258 ms 0 - 1548 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 343.524 ms 0 - 1536 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 1010.191 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 290.432 ms 0 - 116 MB NPU
text_encoder ONNX w8a16 Qualcomm® QCS8450 343.524 ms 0 - 1536 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 267.748 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 296.706 ms 103 - 103 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 147.052 ms 0 - 1481 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Mobile 147.052 ms 0 - 1481 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 131.699 ms 0 - 1412 MB NPU
text_encoder ONNX w8a8 Snapdragon® X2 Elite 27.297 ms 1 - 1 MB NPU
text_encoder ONNX w8a8 Snapdragon® X Elite 88.353 ms 72 - 72 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 42.186 ms 0 - 1302 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 106.441 ms 1 - 1283 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 329.974 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 85.822 ms 0 - 84 MB NPU
text_encoder ONNX w8a8 Qualcomm® QCS8450 106.441 ms 1 - 1283 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 73.766 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 88.353 ms 72 - 72 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 32.612 ms 0 - 1093 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 32.612 ms 0 - 1093 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 27.495 ms 0 - 1147 MB NPU
text_encoder QNN_DLC float Snapdragon® X2 Elite 104.154 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® X Elite 268.832 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 189.279 ms 0 - 1571 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 304.852 ms 0 - 1512 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8275 657.581 ms 1 - 1377 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 275.273 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8775P 290.528 ms 1 - 1359 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8650P 290.528 ms 1 - 1359 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8255P 290.528 ms 1 - 1359 MB NPU
text_encoder QNN_DLC float Qualcomm® QCS8450 304.852 ms 0 - 1512 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 395.108 ms 0 - 2 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 268.832 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 154.566 ms 0 - 1429 MB NPU
text_encoder QNN_DLC float Qualcomm® SA7255P 657.581 ms 1 - 1377 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8295P 318.136 ms 1 - 1268 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 154.566 ms 0 - 1429 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 101.812 ms 0 - 1495 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X2 Elite 128.2 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X Elite 299.76 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 205.342 ms 0 - 1551 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 513.598 ms 1 - 1467 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 310.161 ms 0 - 4 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8775P 296.303 ms 1 - 1359 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8650P 296.303 ms 1 - 1359 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8255P 296.303 ms 1 - 1359 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 294.034 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 299.76 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 152.331 ms 0 - 1410 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA7255P 513.598 ms 1 - 1467 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 152.331 ms 0 - 1410 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 126.182 ms 0 - 1432 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 107.555 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X Elite 180.152 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 117.727 ms 0 - 1396 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 207.732 ms 0 - 1401 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 308.952 ms 0 - 1254 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 177.279 ms 0 - 3 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8775P 176.115 ms 0 - 1693 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8650P 176.115 ms 0 - 1693 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8255P 176.115 ms 0 - 1693 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® QCS8450 207.732 ms 0 - 1401 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 172.719 ms 0 - 2 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 180.152 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 85.184 ms 0 - 1217 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA7255P 308.952 ms 0 - 1254 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8295P 203.789 ms 0 - 1257 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 85.184 ms 0 - 1217 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 107.363 ms 0 - 1324 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 289.752 ms 1 - 1598 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 506.85 ms 1 - 1602 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8275 779.107 ms 1 - 1401 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 392.28 ms 0 - 4 MB NPU
text_encoder TFLITE float Qualcomm® SA8775P 378.007 ms 1 - 1431 MB NPU
text_encoder TFLITE float Qualcomm® SA8650P 378.007 ms 1 - 1431 MB NPU
text_encoder TFLITE float Qualcomm® SA8255P 378.007 ms 1 - 1431 MB NPU
text_encoder TFLITE float Qualcomm® QCS8450 506.85 ms 1 - 1602 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 370.821 ms 0 - 139 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 216.11 ms 0 - 1483 MB NPU
text_encoder TFLITE float Qualcomm® SA7255P 779.107 ms 1 - 1401 MB NPU
text_encoder TFLITE float Qualcomm® SA8295P 399.031 ms 1 - 1347 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Mobile 216.11 ms 0 - 1483 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 172.166 ms 1 - 1507 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 57.949 ms 0 - 1565 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 127.96 ms 0 - 1498 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1363.305 ms 31 - 199 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 151.444 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 83.07 ms 0 - 4 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8775P 80.743 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8650P 80.743 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8255P 80.743 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® QCS8450 127.96 ms 0 - 1498 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 81.493 ms 0 - 77 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1473.539 ms 30 - 1002 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 433.778 ms 33 - 930 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 34.369 ms 0 - 1217 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA7255P 151.444 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8295P 106.869 ms 0 - 1340 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 34.369 ms 0 - 1217 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 30.494 ms 0 - 1577 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 433.778 ms 33 - 930 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