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autonomous vehicle research at nvidia autonomous vehicles research jose m alvarez i lead the autonomous vechicle applied research group at nvidia ca usa the group focuses on scaling up deep learning for av spanning efficient and data centric deep learning 3d computer vision and self supervised learning nbsp nbsp scholar news 2026 i gave a talk at the voxel51 meetup in silicon valley on self improving ai models drivecritic towards context aware human aligned evaluation for autonomous driving with vlm has been accepted to icra 2026 chronoedit has been accepted to iclr 2026 we weill be organizing 3 workshops at cvpr 2026 workshop on autonomous driving exploring the next generation of data the 5th workshop on transformers for vision and multimodal ai 2025 i gave the opening keynote at dlbcn on self improving ai models 2 invited talks at iccv 2025 workshops stay tuned i will organize together with antonio m lopez and dariu gavrila program chair the intelligent vehicle conference in 2028 in barcelona keynote at the deep learning symposium in barcelona in december 2025 see you all in barcelona keynote talk at fisita 2025 intelligent safety conference 2025 xi an china stay tuned 1 paper accepted to neurips 2025 june 2025 our our generalized trajectory scoring method won the end to end driving challenge at cvpr 2025 1 paper accepted to iccv 2025 hydra next robust closed loop driving with open loop training 4 papers accepted to cvpr 2025 mdp multidimensional vision model pruning with latency constraint parc a quantitative framework uncovering the symmetries within vision language models joint optimization of neural radiance fields and continuous camera motion from a monocular video omnidrive a holistic vision language dataset for autonomous driving with counter factual reasoning we are organizing 2 tutorials at cvpr 2025 full stack gpu based acceleration of deep learning tutorial advancing data strategies for ai success continuous data cycle via foundation models our paper advancing weight and channel sparsification with enhanced saliency has been accepted to wacv 2025 we are organizing three workshops at cvpr 2025 workshop on exploring the next generation of data the 8th edition of workshop on autonomous driving the 4th edition of transformers for vision t4v workshop interns 2026 interns 2025 zhenxin li msc fudan univ jingyu song phd university of michigan tolga dimlioglu phd new york university interns 2024 zhenxin li msc fudan univ shihao wang msc beijing institute of technology zi wang msc carnegie mellon univ sihan liu msc fudan univ shan wang phd australian national univ nikita durasov phd epfl jenny schmalfuss phd university of stuttgart chonghao sima phd hong kong univ jihao liu phd the chinese university of hong kong feiyang kang phd virginia tech univ vibashan vs phd john hopkins university interns 2023 zhiqi li phd nanjing univ yiming li phd nyu interns 2022 david wang phd tsinghua univ shixing yu phd univ texas austin yanwei li phd cuhk zhiqi li phd nanjing univ zetong yang phd cuhk tzofi klinghoffer phd mit bingyin zhao phd clemson univ annamarie bair phd cmu yilun chen phd cuhk alex sun ms stanford justin hsu bs stanford arnav joshi bs stanford shubhranshu sigh ms cmu interns 2021 jiayu yang phd australian national university marc finzi phd nyu enze xie phd hku ryan humble phd stanford vlad sobal phd nyu jianna liu bs mit xinlong wang phd univ adelaide daquan zhou phd nus faith johnson phd rutgers javier sagastuy brena phd stanford joshua chen ms cmu now nvidia nithya attaluri bs mit jessica lee ms cmu interns 2020 jiwoong choi phd seoul nat university now nvidia ismail elezi phd tum now postdoc tum shuxuan guo phd epfl marvin kim ms cmu now waymo lilian luong bs mit cynthia liu ms mit now cerebras nadine chang phd cmu yerlan idelbayav phd uc merced now amazon xinnan du ms cmu now goldman sachs hoang vu nguyen phd stony brooks univ interns 2019 maying shen ms cmu now nvidia michael zhang bs hardvard now phd stanford akshay chawla ms cmu now vicarious kashyap chitta ms cmu now phd student mpi tony wang bs mit wenbo guo phd penn state univ nikhil murthy bs mit interns 2018 jiaming zeng phd stanford now ibm research yousef hindy ms stanford now newco kashyap chitta ms cmu now phd student mpi invited talks self improving physical ai with reasoning in the loop jan 2026 mountain view ca usa self improving physical ai with agents in the loop dlbcn dec 2025 barcelona spain with xinlong alex sun end to end driving in the era of foundation models fmad i tsc 2025 dec 2025 sydney australia scalable autonomous driving with reasoning in the loop wdfm ad iccv oct 2025 hawaii usa system level optimization for real time inference embedded vision workshop iccv oct 2025 hawaii usa nadine chang less is more accelerating ai with advanced data strategies august 2025 toronto canada nadine chang less is more accelerating ai with advanced data strategies july 2025 barcelona spain towards safer and more generalizable autonomous vehicles fisita 2025 xi an china multimodal planners for dynamic environments interaction driven behavior prediction and planning for autonomous vehicles workshop ieee iv 2025 towards safer and more generalizable autonomous vehicles cvpr safe arificial intelligence workshop 2025 nashville usa from research to product transforming av technology with ai gtc 2025 san jose california usa towards robust and reliable autonomous vehicles with foundation models nyu seminar oct 2024 new york usa towards safe and reliable autonomous vehicles cmu pittsburgh usa towards an effective use of foundation models in autonomous driving geen foundation model workshop eccv 2024 milan italy towards robust and reliable av with foundational models 2nd workshop on vision centric autonomous driving eccv 2024 milan italy camera based perception for av from data collection to network robustness e2e autonomous driving workshop cvpr 2023 optimizing large deep models for real time inference embedded vision workshop cvpr 2023 achieving better accuracy in 3d occupancy prediction for autonomous driving gtc 2024 san jose california usa efficient deep learning at scale uva seminar october 2022 amsterdam the netherlands towards robust perception systems in open world gtc 2022 san jose california usa deep learning at scale uva seminar october 2021 amsterdam the netherlands scaling up deep learning for autonomous driving gtc 2019 san jose california usa scaling up deep learning for autonomous driving mva 19 invited tutorial tokyo japan scaling up deep learning for autonomous driving eccv 2018 workshop munich germany efficient convnets for perception in autonomous driving icml 2017 sydney australia efficient deep model selection gtc 17 san jose ca us efficient networks for real time scene understanding gtcx australia 16 melbourne australia large scale scene understanding in constrained platforms nvidia roadshow canberra australia compacting convnets for end to end learning deep learning workshop acra 2015 academic service i served as an area chair for icml 2026 neurips 2025 2024 ijcai 2026 2025 2022 kdd 2024 pakdd 2026 eccv 2024 iv 2018 2026 ieee itsc 2018 2026 mm 2017 ieee icra 2015 ieee wacv 2016 2018 i am associate editor for ieee t pami since 2024 i am associate editor for ieee t its since 2012 i was an associate editor for ieee t its special issue on special issue on robust and efficient vision techniques for intelligent vehicles 2018 i was a chair ieee act comp science chapter in 2013 awards and recognitions runner up award and the innovation award at the realadsim workshop during iccv 2025 1st place at the end to end driving challenge at cvpr 2025 with our generalized trajectory scoring method 1st place at the end to end autonomous driving at scale challenge cvpr 2024 innovation award the end to end autonomous driving at scale challenge cvpr 2024 2nd place at the drive with language models challenge cvpr 2024 1st place at cvpr 2023 3d occupancy prediction challenge with nvocc segformer ranked 3 in neurips 2021 top 10 influential papers 2020 outstanding research for erfnet efficient residual factorized convnet for real time semantic segmentaiton road detection based on illuminance invariance awarded 2010 2019 top ten research papers best paper award for efficient convnet for real time semantic segmentation at iv 2017 outstanding reviewer awards at iccv 2021 awarded 2019 top reviewers at neurips 2019 outstanding reviewer awards at cvpr 2017 best paper award for exploiting sparsity for real time video labelling at cvpr workshop on computer vision for vehicle technology 2013 best poster award for synchronization of video sequences from free moving cameras at ibpria 2007 ramon y cajal fellowship spain 2016 erc fellow grant 2011 extraordinary doctorate award barcelona spain 2010 2011 best phd award 2010 barcelona spain relevant tutorial organization full stack gpu based acceleration of deep learning at cvpr 2023 to 2025 advancing data strategies for ai success continuous data cycle via foundation models cvpr 2025 tutorial on scaling up deep learning for autonomous driving at iv 2020 relevant workshop organization workshop on autonomous driving at cvpr 2019 to 2026 next generation of data at cvpr 2025 2026 transformers for vision at cvpr 2022 2026 workshop on scalable 3d scene generation and geometric scene understanding at iccv 2025 and eccv 2024 deep vision workshop at cvpr 2014 to 2020 beyond supervised learning at iv 2022 embodied ai workshop at cvpr physics based vision meets deep learning pbdl cvpr 2024 color in computer vision at eccv iccv 2013 to 2017 computer vision for road scene understanding at eccv iccv 2014 to 2018 computer vision in vehicle technology at cvpr 2015 to 2018 deep driving at iv 2014 to 2017