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YOLO-WORLD

Object Detection
PyTorch
real_time
android
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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:

  • 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 34.883 ms 5 - 5 MB NPU
detector ONNX float Snapdragon® X Elite 109.901 ms 24 - 24 MB NPU
detector ONNX float Snapdragon® 8 Gen 3 Mobile 68.585 ms 5 - 387 MB NPU
detector ONNX float Snapdragon® 8 Gen 1 Mobile 210.815 ms 1 - 388 MB NPU
detector ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 104.79 ms 0 - 30 MB NPU
detector ONNX float Qualcomm® QCS8450 210.815 ms 1 - 388 MB NPU
detector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 33.726 ms 1 - 327 MB NPU
detector ONNX float Snapdragon® 8 Elite Mobile 60.7 ms 3 - 320 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-9075 109.86 ms 5 - 8 MB NPU
detector ONNX float Qualcomm® Dragonwing™ Q-8750 60.7 ms 3 - 320 MB NPU
detector ONNX float Qualcomm® Dragonwing™ IQ-X7181 109.901 ms 24 - 24 MB NPU
detector ONNX w8a16 Snapdragon® X2 Elite 47.599 ms 2 - 2 MB NPU
detector ONNX w8a16 Snapdragon® X Elite 157.352 ms 13 - 13 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 97.94 ms 3 - 490 MB NPU
detector ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 165.868 ms 4 - 550 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 502.449 ms 22 - 25 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 150.682 ms 0 - 18 MB NPU
detector ONNX w8a16 Qualcomm® QCS8450 165.868 ms 4 - 550 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 47.064 ms 0 - 386 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 543.834 ms 22 - 359 MB NPU
detector ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 154.007 ms 22 - 317 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 152.67 ms 2 - 5 MB NPU
detector ONNX w8a16 Snapdragon® 8 Elite Mobile 64.284 ms 1 - 464 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 154.007 ms 22 - 317 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 64.284 ms 1 - 464 MB NPU
detector ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 157.352 ms 13 - 13 MB NPU
detector ONNX w8a8 Snapdragon® X2 Elite 32.068 ms 1 - 1 MB NPU
detector ONNX w8a8 Snapdragon® X Elite 107.787 ms 13 - 13 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 72.12 ms 2 - 199 MB NPU
detector ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 149.788 ms 2 - 195 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 192.914 ms 11 - 13 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.443 ms 0 - 202 MB NPU
detector ONNX w8a8 Qualcomm® QCS8450 149.788 ms 2 - 195 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 301.124 ms 12 - 336 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 103.7 ms 1 - 4 MB NPU
detector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 89.341 ms 14 - 263 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Mobile 42.583 ms 2 - 150 MB NPU
detector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.781 ms 0 - 152 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 89.341 ms 14 - 263 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 42.583 ms 2 - 150 MB NPU
detector ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 107.787 ms 13 - 13 MB NPU
detector QNN_DLC float Snapdragon® X2 Elite 35.712 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® X Elite 113.518 ms 5 - 5 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 69.07 ms 5 - 385 MB NPU
detector QNN_DLC float Snapdragon® 8 Gen 1 Mobile 281.066 ms 5 - 380 MB NPU
detector QNN_DLC float Qualcomm® QCS8275 193.313 ms 0 - 310 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 107.81 ms 5 - 56 MB NPU
detector QNN_DLC float Qualcomm® SA8775P 111.981 ms 1 - 309 MB NPU
detector QNN_DLC float Qualcomm® SA8650P 111.981 ms 1 - 309 MB NPU
detector QNN_DLC float Qualcomm® SA8255P 111.981 ms 1 - 309 MB NPU
detector QNN_DLC float Qualcomm® QCS8450 281.066 ms 5 - 380 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 34.396 ms 5 - 320 MB NPU
detector QNN_DLC float Qualcomm® SA7255P 193.313 ms 0 - 310 MB NPU
detector QNN_DLC float Snapdragon® 8 Elite Mobile 61.631 ms 0 - 307 MB NPU
detector QNN_DLC float Qualcomm® SA8295P 121.939 ms 0 - 319 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 112.356 ms 7 - 13 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ Q-8750 61.631 ms 0 - 307 MB NPU
detector QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 113.518 ms 5 - 5 MB NPU
detector QNN_DLC w8a16 Snapdragon® X2 Elite 50.615 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® X Elite 157.921 ms 2 - 2 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 96.676 ms 3 - 489 MB NPU
detector QNN_DLC w8a16 Qualcomm® QCS8275 247.9 ms 1 - 434 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 149.824 ms 3 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8775P 152.052 ms 0 - 429 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8650P 152.052 ms 0 - 429 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA8255P 152.052 ms 0 - 429 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 57.773 ms 2 - 560 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 151.717 ms 1 - 5 MB NPU
detector QNN_DLC w8a16 Qualcomm® SA7255P 247.9 ms 1 - 434 MB NPU
detector QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 63.697 ms 0 - 448 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 63.697 ms 0 - 448 MB NPU
detector QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 157.921 ms 2 - 2 MB NPU
detector QNN_DLC w8a8 Snapdragon® X2 Elite 31.676 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® X Elite 104.876 ms 1 - 1 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 73.646 ms 1 - 174 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 138.661 ms 1 - 316 MB NPU
detector QNN_DLC w8a8 Qualcomm® QCS8275 198.873 ms 1 - 269 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 99.593 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8775P 100.86 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8650P 100.86 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8255P 100.86 ms 2 - 136 MB NPU
detector QNN_DLC w8a8 Qualcomm® QCS8450 138.661 ms 1 - 316 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA8295P 118.802 ms 2 - 137 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 101.605 ms 1 - 4 MB NPU
detector QNN_DLC w8a8 Qualcomm® SA7255P 198.873 ms 1 - 269 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 41.882 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.596 ms 1 - 138 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 41.882 ms 1 - 133 MB NPU
detector QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 104.876 ms 1 - 1 MB NPU
detector TFLITE float Snapdragon® 8 Gen 3 Mobile 68.632 ms 0 - 389 MB NPU
detector TFLITE float Snapdragon® 8 Gen 1 Mobile 165.365 ms 0 - 393 MB NPU
detector TFLITE float Qualcomm® QCS8275 192.678 ms 0 - 322 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 106.052 ms 0 - 3 MB NPU
detector TFLITE float Qualcomm® SA8775P 110.1 ms 0 - 320 MB NPU
detector TFLITE float Qualcomm® SA8650P 110.1 ms 0 - 320 MB NPU
detector TFLITE float Qualcomm® SA8255P 110.1 ms 0 - 320 MB NPU
detector TFLITE float Qualcomm® QCS8450 165.365 ms 0 - 393 MB NPU
detector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 33.395 ms 0 - 335 MB NPU
detector TFLITE float Qualcomm® SA7255P 192.678 ms 0 - 322 MB NPU
detector TFLITE float Snapdragon® 8 Elite Mobile 60.638 ms 0 - 326 MB NPU
detector TFLITE float Qualcomm® SA8295P 120.766 ms 1 - 329 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ IQ-9075 110.532 ms 0 - 35 MB NPU
detector TFLITE float Qualcomm® Dragonwing™ Q-8750 60.638 ms 0 - 326 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 72.438 ms 0 - 178 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 147.929 ms 0 - 177 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 226.432 ms 0 - 29 MB NPU
detector TFLITE w8a8 Qualcomm® QCS8275 186.389 ms 0 - 135 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 102.389 ms 0 - 3 MB NPU
detector TFLITE w8a8 Qualcomm® SA8775P 103.1 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8650P 103.1 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® SA8255P 103.1 ms 0 - 279 MB NPU
detector TFLITE w8a8 Qualcomm® QCS8450 147.929 ms 0 - 177 MB NPU
detector TFLITE w8a8 Qualcomm® SA8295P 117.887 ms 0 - 139 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 304.897 ms 0 - 274 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 102.697 ms 0 - 17 MB NPU
detector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 91.496 ms 0 - 248 MB NPU
detector TFLITE w8a8 Qualcomm® SA7255P 186.389 ms 0 - 135 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Mobile 43.447 ms 0 - 124 MB NPU
detector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 32.315 ms 0 - 137 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 91.496 ms 0 - 248 MB NPU
detector TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 43.447 ms 0 - 124 MB NPU
text_encoder ONNX float Snapdragon® X2 Elite 104.524 ms 1 - 1 MB NPU
text_encoder ONNX float Snapdragon® X Elite 264.26 ms 134 - 134 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 185.901 ms 1 - 1583 MB NPU
text_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 308.68 ms 2 - 1524 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 266.599 ms 0 - 164 MB NPU
text_encoder ONNX float Qualcomm® QCS8450 308.68 ms 2 - 1524 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 101.947 ms 1 - 1501 MB NPU
text_encoder ONNX float Snapdragon® 8 Elite Mobile 162.911 ms 1 - 1439 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 283.921 ms 0 - 3 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 162.911 ms 1 - 1439 MB NPU
text_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 264.26 ms 134 - 134 MB NPU
text_encoder ONNX w8a16 Snapdragon® X2 Elite 132.143 ms 1 - 1 MB NPU
text_encoder ONNX w8a16 Snapdragon® X Elite 296.723 ms 105 - 105 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 207.5 ms 1 - 1549 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 345.548 ms 2 - 1539 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 1009.367 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 292.387 ms 0 - 117 MB NPU
text_encoder ONNX w8a16 Qualcomm® QCS8450 345.548 ms 2 - 1539 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 131.67 ms 0 - 1412 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 1991.796 ms 0 - 2681 MB NPU
text_encoder ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 323.329 ms 3 - 2292 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 267.594 ms 0 - 3 MB NPU
text_encoder ONNX w8a16 Snapdragon® 8 Elite Mobile 148.117 ms 1 - 1481 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 323.329 ms 3 - 2292 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 148.117 ms 1 - 1481 MB NPU
text_encoder ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 296.723 ms 105 - 105 MB NPU
text_encoder ONNX w8a8 Snapdragon® X2 Elite 27.159 ms 1 - 1 MB NPU
text_encoder ONNX w8a8 Snapdragon® X Elite 88.246 ms 72 - 72 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 42.457 ms 2 - 1305 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 105.138 ms 0 - 1283 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 330.124 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 85.756 ms 0 - 84 MB NPU
text_encoder ONNX w8a8 Qualcomm® QCS8450 105.138 ms 0 - 1283 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 1180.494 ms 0 - 1864 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 73.594 ms 0 - 3 MB NPU
text_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 134.411 ms 0 - 2233 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 33.009 ms 0 - 1095 MB NPU
text_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 27.482 ms 0 - 1145 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 134.411 ms 0 - 2233 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 33.009 ms 0 - 1095 MB NPU
text_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 88.246 ms 72 - 72 MB NPU
text_encoder QNN_DLC float Snapdragon® X2 Elite 104.413 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® X Elite 268.651 ms 0 - 0 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 189.469 ms 0 - 1574 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 312.109 ms 0 - 1511 MB NPU
text_encoder QNN_DLC float Qualcomm® QCS8275 657.533 ms 1 - 1377 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 268.875 ms 0 - 3 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8775P 290.78 ms 0 - 1359 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8650P 290.78 ms 0 - 1359 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8255P 290.78 ms 0 - 1359 MB NPU
text_encoder QNN_DLC float Qualcomm® QCS8450 312.109 ms 0 - 1511 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 106.343 ms 0 - 1494 MB NPU
text_encoder QNN_DLC float Qualcomm® SA7255P 657.533 ms 1 - 1377 MB NPU
text_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 154.406 ms 0 - 1427 MB NPU
text_encoder QNN_DLC float Qualcomm® SA8295P 317.906 ms 0 - 1269 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 284.336 ms 0 - 2 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 154.406 ms 0 - 1427 MB NPU
text_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 268.651 ms 0 - 0 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X2 Elite 128.62 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® X Elite 301.514 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 206.754 ms 0 - 1552 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® QCS8275 513.165 ms 0 - 1468 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 304.755 ms 0 - 4 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8775P 296.161 ms 0 - 1358 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8650P 296.161 ms 0 - 1358 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA8255P 296.161 ms 0 - 1358 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 126.117 ms 0 - 1434 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 293.759 ms 2 - 4 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® SA7255P 513.165 ms 0 - 1468 MB NPU
text_encoder QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 153.193 ms 0 - 1411 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 153.193 ms 0 - 1411 MB NPU
text_encoder QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 301.514 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 107.491 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® X Elite 180.107 ms 1 - 1 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 117.713 ms 0 - 1394 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 209.013 ms 0 - 1402 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® QCS8275 308.705 ms 1 - 1254 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 175.182 ms 0 - 549 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8775P 175.972 ms 0 - 1693 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8650P 175.972 ms 0 - 1693 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8255P 175.972 ms 0 - 1693 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® QCS8450 209.013 ms 0 - 1402 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA8295P 203.764 ms 0 - 1257 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 272.224 ms 2 - 4 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® SA7255P 308.705 ms 1 - 1254 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 83.532 ms 1 - 1218 MB NPU
text_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 107.412 ms 0 - 1324 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 83.532 ms 1 - 1218 MB NPU
text_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 180.107 ms 1 - 1 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 289.583 ms 0 - 1600 MB NPU
text_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 503.478 ms 0 - 1605 MB NPU
text_encoder TFLITE float Qualcomm® QCS8275 779.782 ms 1 - 1400 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 401.271 ms 0 - 5 MB NPU
text_encoder TFLITE float Qualcomm® SA8775P 378.389 ms 1 - 1431 MB NPU
text_encoder TFLITE float Qualcomm® SA8650P 378.389 ms 1 - 1431 MB NPU
text_encoder TFLITE float Qualcomm® SA8255P 378.389 ms 1 - 1431 MB NPU
text_encoder TFLITE float Qualcomm® QCS8450 503.478 ms 0 - 1605 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 172.102 ms 1 - 1509 MB NPU
text_encoder TFLITE float Qualcomm® SA7255P 779.782 ms 1 - 1400 MB NPU
text_encoder TFLITE float Snapdragon® 8 Elite Mobile 216.716 ms 0 - 1478 MB NPU
text_encoder TFLITE float Qualcomm® SA8295P 397.672 ms 1 - 1348 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 370.013 ms 0 - 139 MB NPU
text_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 216.716 ms 0 - 1478 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 57.791 ms 0 - 1569 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 130.737 ms 1 - 1497 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1356.203 ms 31 - 199 MB NPU
text_encoder TFLITE w8a8 Qualcomm® QCS8275 151.281 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 82.068 ms 0 - 5 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8775P 80.783 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8650P 80.783 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8255P 80.783 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Qualcomm® QCS8450 130.737 ms 1 - 1497 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA8295P 107.021 ms 0 - 1339 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1507.864 ms 30 - 1002 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 80.813 ms 0 - 77 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 432.662 ms 30 - 927 MB NPU
text_encoder TFLITE w8a8 Qualcomm® SA7255P 151.281 ms 0 - 1415 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 34.126 ms 0 - 1217 MB NPU
text_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 30.467 ms 0 - 1573 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 432.662 ms 30 - 927 MB NPU
text_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 34.126 ms 0 - 1217 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