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	36.242 ms	5 - 5 MB	NPU
detector	ONNX	float	Snapdragon® X Elite	109.961 ms	24 - 24 MB	NPU
detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	68.653 ms	6 - 388 MB	NPU
detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	211.046 ms	6 - 390 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	92.633 ms	5 - 8 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	104.546 ms	0 - 29 MB	NPU
detector	ONNX	float	Qualcomm® QCS8450	211.046 ms	6 - 390 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	109.643 ms	5 - 8 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	109.961 ms	24 - 24 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	60.718 ms	3 - 319 MB	NPU
detector	ONNX	float	Snapdragon® 8 Elite Mobile	60.718 ms	3 - 319 MB	NPU
detector	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	33.806 ms	0 - 328 MB	NPU
detector	ONNX	w8a16	Snapdragon® X2 Elite	47.553 ms	2 - 2 MB	NPU
detector	ONNX	w8a16	Snapdragon® X Elite	158.46 ms	14 - 14 MB	NPU
detector	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	98.054 ms	5 - 491 MB	NPU
detector	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	166.034 ms	3 - 548 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	503.39 ms	22 - 25 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	127.044 ms	2 - 6 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	150.688 ms	3 - 7 MB	NPU
detector	ONNX	w8a16	Qualcomm® QCS8450	166.034 ms	3 - 548 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	152.408 ms	2 - 5 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	158.46 ms	14 - 14 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	549.259 ms	13 - 354 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	154.257 ms	21 - 312 MB	NPU
detector	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	64.323 ms	0 - 460 MB	NPU
detector	ONNX	w8a16	Snapdragon® 8 Elite Mobile	64.323 ms	0 - 460 MB	NPU
detector	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	47.087 ms	0 - 386 MB	NPU
detector	ONNX	w8a8	Snapdragon® X2 Elite	32.057 ms	1 - 1 MB	NPU
detector	ONNX	w8a8	Snapdragon® X Elite	107.728 ms	13 - 13 MB	NPU
detector	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	72.145 ms	2 - 197 MB	NPU
detector	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	149.767 ms	2 - 194 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	193.862 ms	11 - 13 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	91.032 ms	1 - 5 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	102.745 ms	0 - 36 MB	NPU
detector	ONNX	w8a8	Qualcomm® QCS8450	149.767 ms	2 - 194 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	104.053 ms	1 - 4 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	107.728 ms	13 - 13 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	298.697 ms	2 - 326 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	89.212 ms	14 - 262 MB	NPU
detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	42.546 ms	1 - 149 MB	NPU
detector	ONNX	w8a8	Snapdragon® 8 Elite Mobile	42.546 ms	1 - 149 MB	NPU
detector	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	31.777 ms	0 - 152 MB	NPU
detector	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	89.212 ms	14 - 262 MB	NPU
detector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	69.162 ms	0 - 374 MB	NPU
detector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	280.261 ms	5 - 380 MB	NPU
detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	93.138 ms	5 - 12 MB	NPU
detector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	107.505 ms	5 - 15 MB	NPU
detector	QNN_DLC	float	Qualcomm® SA8775P	111.57 ms	1 - 311 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	280.261 ms	5 - 380 MB	NPU
detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	111.611 ms	7 - 13 MB	NPU
detector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	61.834 ms	1 - 310 MB	NPU
detector	QNN_DLC	float	Qualcomm® SA7255P	193.16 ms	0 - 311 MB	NPU
detector	QNN_DLC	float	Qualcomm® SA8295P	121.795 ms	0 - 320 MB	NPU
detector	QNN_DLC	float	Snapdragon® 8 Elite Mobile	61.834 ms	1 - 310 MB	NPU
detector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	34.493 ms	4 - 320 MB	NPU
detector	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	96.581 ms	0 - 485 MB	NPU
detector	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	125.263 ms	1 - 6 MB	NPU
detector	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	149.434 ms	3 - 6 MB	NPU
detector	QNN_DLC	w8a16	Qualcomm® SA8775P	152.064 ms	2 - 438 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	151.685 ms	3 - 7 MB	NPU
detector	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	63.467 ms	0 - 448 MB	NPU
detector	QNN_DLC	w8a16	Qualcomm® SA7255P	246.926 ms	1 - 435 MB	NPU
detector	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	63.467 ms	0 - 448 MB	NPU
detector	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	57.934 ms	2 - 562 MB	NPU
detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	74.369 ms	1 - 176 MB	NPU
detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	138.107 ms	1 - 312 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	101.664 ms	1 - 5 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	99.211 ms	1 - 128 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® SA8775P	100.633 ms	2 - 135 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	138.107 ms	1 - 312 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	101.21 ms	0 - 3 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	42.219 ms	1 - 132 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® SA7255P	201.265 ms	1 - 268 MB	NPU
detector	QNN_DLC	w8a8	Qualcomm® SA8295P	118.097 ms	2 - 138 MB	NPU
detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	42.219 ms	1 - 132 MB	NPU
detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	31.275 ms	1 - 126 MB	NPU
detector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	68.627 ms	0 - 386 MB	NPU
detector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	165.303 ms	1 - 395 MB	NPU
detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	92.571 ms	0 - 36 MB	NPU
detector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	105.753 ms	0 - 3 MB	NPU
detector	TFLITE	float	Qualcomm® SA8775P	110.258 ms	1 - 322 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	165.303 ms	1 - 395 MB	NPU
detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	110.555 ms	0 - 35 MB	NPU
detector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	60.563 ms	0 - 325 MB	NPU
detector	TFLITE	float	Qualcomm® SA7255P	192.176 ms	1 - 322 MB	NPU
detector	TFLITE	float	Qualcomm® SA8295P	120.276 ms	0 - 328 MB	NPU
detector	TFLITE	float	Snapdragon® 8 Elite Mobile	60.563 ms	0 - 325 MB	NPU
detector	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	33.782 ms	0 - 334 MB	NPU
detector	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	71.866 ms	0 - 179 MB	NPU
detector	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	147.825 ms	1 - 176 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	224.965 ms	0 - 28 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	94.814 ms	0 - 18 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	102.294 ms	0 - 3 MB	NPU
detector	TFLITE	w8a8	Qualcomm® SA8775P	103.494 ms	0 - 279 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	147.825 ms	1 - 176 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	104.114 ms	0 - 17 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	303.955 ms	0 - 273 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	90.529 ms	0 - 248 MB	NPU
detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	43.125 ms	0 - 124 MB	NPU
detector	TFLITE	w8a8	Qualcomm® SA7255P	187.839 ms	0 - 134 MB	NPU
detector	TFLITE	w8a8	Qualcomm® SA8295P	117.689 ms	0 - 140 MB	NPU
detector	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	43.125 ms	0 - 124 MB	NPU
detector	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	31.922 ms	0 - 125 MB	NPU
detector	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	90.529 ms	0 - 248 MB	NPU
text_encoder	ONNX	float	Snapdragon® X2 Elite	180.087 ms	1 - 1 MB	NPU
text_encoder	ONNX	float	Snapdragon® X Elite	242.895 ms	138 - 138 MB	NPU
text_encoder	ONNX	float	Snapdragon® 8 Gen 3 Mobile	173.069 ms	5 - 3488 MB	NPU
text_encoder	ONNX	float	Snapdragon® 8 Gen 1 Mobile	329.841 ms	2 - 3428 MB	NPU
text_encoder	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	251.992 ms	0 - 4 MB	NPU
text_encoder	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	242.157 ms	0 - 163 MB	NPU
text_encoder	ONNX	float	Qualcomm® QCS8450	329.841 ms	2 - 3428 MB	NPU
text_encoder	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	261.324 ms	0 - 3 MB	NPU
text_encoder	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	242.895 ms	138 - 138 MB	NPU
text_encoder	ONNX	float	Qualcomm® Dragonwing™ Q-8750	138.957 ms	1 - 1995 MB	NPU
text_encoder	ONNX	float	Snapdragon® 8 Elite Mobile	138.957 ms	1 - 1995 MB	NPU
text_encoder	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	103.592 ms	1 - 1883 MB	NPU
text_encoder	ONNX	w8a16	Snapdragon® X2 Elite	180.518 ms	1 - 1 MB	NPU
text_encoder	ONNX	w8a16	Snapdragon® X Elite	299.176 ms	105 - 105 MB	NPU
text_encoder	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	208.125 ms	1 - 1572 MB	NPU
text_encoder	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	353.023 ms	0 - 1557 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	1022.905 ms	1 - 3 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	266.167 ms	0 - 4 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	296.195 ms	0 - 116 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® QCS8450	353.023 ms	0 - 1557 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	270.403 ms	0 - 3 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	299.176 ms	105 - 105 MB	NPU
text_encoder	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	2049.744 ms	1 - 2724 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	156.466 ms	0 - 1420 MB	NPU
text_encoder	ONNX	w8a16	Snapdragon® 8 Elite Mobile	156.466 ms	0 - 1420 MB	NPU
text_encoder	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	132.889 ms	0 - 1432 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® X2 Elite	52.106 ms	1 - 1 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® X Elite	70.322 ms	72 - 72 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	47.024 ms	0 - 1279 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	108.879 ms	1 - 1292 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	352.287 ms	15 - 18 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	58.03 ms	0 - 4 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	68.109 ms	0 - 684 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® QCS8450	108.879 ms	1 - 1292 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	66.232 ms	0 - 3 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	70.322 ms	72 - 72 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	807.986 ms	13 - 2780 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	117.524 ms	15 - 1347 MB	NPU
text_encoder	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	32.565 ms	0 - 1094 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® 8 Elite Mobile	32.565 ms	0 - 1094 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	36.387 ms	0 - 1183 MB	NPU
text_encoder	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	117.524 ms	15 - 1347 MB	NPU
text_encoder	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	173.29 ms	1 - 3478 MB	NPU
text_encoder	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	325.226 ms	1 - 3415 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	251.895 ms	0 - 3 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	242.48 ms	0 - 968 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® SA8775P	263.683 ms	0 - 1943 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	325.226 ms	1 - 3415 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	260.61 ms	0 - 2 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	136.745 ms	0 - 1990 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® SA7255P	632.844 ms	1 - 1944 MB	NPU
text_encoder	QNN_DLC	float	Qualcomm® SA8295P	290.837 ms	1 - 1863 MB	NPU
text_encoder	QNN_DLC	float	Snapdragon® 8 Elite Mobile	136.745 ms	0 - 1990 MB	NPU
text_encoder	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	103.537 ms	0 - 1874 MB	NPU
text_encoder	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	211.878 ms	0 - 1591 MB	NPU
text_encoder	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	277.413 ms	0 - 2 MB	NPU
text_encoder	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	306.537 ms	0 - 3 MB	NPU
text_encoder	QNN_DLC	w8a16	Qualcomm® SA8775P	304.057 ms	0 - 1397 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	302.326 ms	2 - 4 MB	NPU
text_encoder	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	150.768 ms	0 - 1444 MB	NPU
text_encoder	QNN_DLC	w8a16	Qualcomm® SA7255P	518.607 ms	1 - 1491 MB	NPU
text_encoder	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	150.768 ms	0 - 1444 MB	NPU
text_encoder	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	128.245 ms	0 - 1454 MB	NPU
text_encoder	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	124.795 ms	0 - 3261 MB	NPU
text_encoder	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	213.009 ms	0 - 1427 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	151.973 ms	0 - 2 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	177.191 ms	0 - 3 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® SA8775P	178.065 ms	0 - 1730 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	213.009 ms	0 - 1427 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	174.63 ms	0 - 2 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	84.898 ms	0 - 1247 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® SA7255P	311.9 ms	1 - 1704 MB	NPU
text_encoder	QNN_DLC	w8a8	Qualcomm® SA8295P	215.366 ms	0 - 1743 MB	NPU
text_encoder	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	84.898 ms	0 - 1247 MB	NPU
text_encoder	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	108.543 ms	0 - 1354 MB	NPU
text_encoder	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	287.147 ms	1 - 1807 MB	NPU
text_encoder	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	511.408 ms	1 - 1813 MB	NPU
text_encoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	382.126 ms	0 - 143 MB	NPU
text_encoder	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	394.227 ms	0 - 5 MB	NPU
text_encoder	TFLITE	float	Qualcomm® SA8775P	395.946 ms	1 - 2030 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	511.408 ms	1 - 1813 MB	NPU
text_encoder	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	388.171 ms	0 - 140 MB	NPU
text_encoder	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	221.937 ms	1 - 2080 MB	NPU
text_encoder	TFLITE	float	Qualcomm® SA7255P	769.659 ms	1 - 2016 MB	NPU
text_encoder	TFLITE	float	Qualcomm® SA8295P	416.978 ms	1 - 1955 MB	NPU
text_encoder	TFLITE	float	Snapdragon® 8 Elite Mobile	221.937 ms	1 - 2080 MB	NPU
text_encoder	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	175.58 ms	1 - 1940 MB	NPU
text_encoder	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	58.651 ms	0 - 1474 MB	NPU
text_encoder	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	132.774 ms	1 - 1495 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1403.738 ms	32 - 199 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	71.901 ms	0 - 77 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	85.382 ms	0 - 4 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® SA8775P	83.583 ms	0 - 1316 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	132.774 ms	1 - 1495 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	82.554 ms	0 - 75 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1571.045 ms	30 - 902 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	429.479 ms	31 - 599 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	36.473 ms	0 - 1171 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® SA7255P	151.413 ms	1 - 1315 MB	NPU
text_encoder	TFLITE	w8a8	Qualcomm® SA8295P	102.82 ms	0 - 1324 MB	NPU
text_encoder	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	36.473 ms	0 - 1171 MB	NPU
text_encoder	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	41.062 ms	0 - 1521 MB	NPU
text_encoder	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	429.479 ms	31 - 599 MB	NPU

License

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

References

Community

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Paper for qualcomm/YOLO-WORLD

YOLO-World: Real-Time Open-Vocabulary Object Detection

Paper • 2401.17270 • Published Jan 30, 2024 • 44