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recently, nullmax has once again demonstrated the extraordinary strength of its pure vision technology. through its end-to-end autonomous driving model, a 7v pure vision vehicle demonstrated amazing driving capabilities under complex road conditions. from identifying the newly added left-turn lane to smoothly merging into the traffic flow, to bypassing roadside obstacles, the whole process is smooth and natural, as if an experienced driver is in control. what's even more amazing is that all of this is done without the support of expensive sensors and ultra-large computing power chips. nullmax's technical solution has achieved the pilot function of urban scenes within 100t sparse computing power, greatly lowering the threshold for the popularization of autonomous driving.

the charm of pure vision technology lies not only in its powerful scene understanding ability, but also in the technological innovation behind it. nullmax has made breakthrough progress in the fields of bev perception and monocular 3d lane line detection. its bevsegformer, as a representative study on bev perception, was not only the first to be published in china, but also won wide recognition internationally. in terms of monocular 3d lane line detection, nullmax's curveformer series has set a precedent, especially the upgraded curveformer++, which uses sparse query time series fusion to give the autonomous driving system "memory" capabilities, further improving the safety and intelligence of driving.

it is worth mentioning that nullmax's pure vision technology also breaks the "black box" image of traditional end-to-end models. through multi-modal output, nullmax's model can simultaneously provide multiple information such as dynamic perception, static perception, scene description and driving behavior, making the model output results more transparent and explainable. this innovation not only enhances users' trust in the autonomous driving system, but also provides more possibilities for the future development of autonomous driving technology.

pure vision is an essential and core technical capability for autonomous driving. top-notch pure vision technology can not only achieve wider popularization and application, but also open up a higher intelligence ceiling. in today's rapidly changing autonomous driving technology, nullmax's pure vision technology has undoubtedly set a new benchmark for the industry. in the future, nullmax will continue to contribute more to the popularization and development of autonomous driving technology with its outstanding technical strength and innovation capabilities.