Radar · Industry landscape · China
Auto Landscape of China
3,213 Auto companies in China, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about and where the research is going. Updated August 2026.
3,213companies tracked
$43.4Bdisclosed funding
8hiring right now
1,416events · 24 months
880,568news articles · 12 months
Who leads Auto in China
Shows the top‑ranked Auto firms in China by hiring activity, funding size, and media coverage, noting 3,213 companies tracked, eight currently hiring and 141 with disclosed funding rounds.
open roles
Hiring now
ranked by live open roles
- 01
Vignal Group3last posted Jun 2026
- 02
Fuerda2last posted May 2026
- 03
Yanfeng2last posted Jan 2026
- 04
Kia Motors Co.1last posted Jul 2026
- 05
JEE TECHNOLOGY1last posted Sep 2025
- 06
longing-china.com1last posted May 2026
- 07
BH SENS1last posted May 2026
- 08
HLC Metal Parts1last posted Jun 2026
8 companies hiring · 1 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
BYD$6.8BPost IPO · Mar 2025
- 02
WM Motor$6.4BSeries D · Dec 2021
- 03
Guazi$4.8BSeries E · Jun 2021
- 04
Hozon New Energy Automobile$4.3BSeries E · Aug 2023
- 05
Voyah$2.7BConventional Debt · Jun 2023
- 06
Zeekr$1.2BSeries A · Feb 2023
- 07
Souche$1.2BSeries F · Sep 2018
- 08
Uxin$1.1BPost IPO · Apr 2025
141 companies with disclosed rounds · $43.4B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
SAIC Motor$105.3Bsnapshot Dec 2023
- 02
Foton Motor$6.6Bsnapshot Dec 2024
- 03
ZC Rubber Global$776.7Msnapshot Dec 2022
- 04
- 05
GWM Group$1MFY2018 filing
5 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
BYD570,060tracked employees
- 02
- 03
FAW Group Corporation123,658tracked employees
- 04
Dongfeng Motor Group119,420tracked employees
- 05
Great Wall Motor87,367tracked employees
- 06
GAC MOTOR84,290tracked employees
- 07
GAC84,290tracked employees
- 08
Guangzhou Automobile Group84,290tracked employees
44 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
- 02
steyr motors4.3%86 tracked events
- 03
Lotus Technology3.5%70 tracked events
- 04
Chery3.0%59 tracked events
- 05
zhengzhou yutong bus2.6%51 tracked events
- 06
Autohome2.5%49 tracked events
- 07
Geely2.2%43 tracked events
- 08
1,999 tracked events across 64 companies
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
- 03
- 04
- 05
- 06
- 07
DFM133articles in the window
- 08
36 of these companies drew sector coverage in the window
Radar
See all 3,213 Auto companies in China
Filter by funding, headcount, hiring and location, and export the list.
How the Auto ecosystem in China grew, 2016–2025
Lists the number of Auto startups founded each year from 2016 to 2025, highlighting a peak of 129 new firms in 2019 and only five in 2025.
Companies founded / year
new Auto companies in China
20162025
peak 129 in 2019
Companies raising / year
with a disclosed round that year
20162025
peak 27 in 2017
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $6.7B in 2021
Where Auto companies in China are based
Ranks Chinese cities by the count of Auto companies, with Shenzhen leading at 204 firms followed by Shanghai, Guangzhou, Hangzhou, and Beijing.
Hub 01
Shenzhen
204 Auto companies
19% of the Auto companies across these hubs
204companies
$8.7Bdisclosed funding
Hub 02
Shanghai
195 Auto companies
18% of the Auto companies across these hubs
195companies
$12.8Bdisclosed funding
2hiring now
Hub 03
Guangzhou
161 Auto companies
15% of the Auto companies across these hubs
161companies
$319.9Mdisclosed funding
Hub 04
Hangzhou
125 Auto companies
11% of the Auto companies across these hubs
125companies
$4.3Bdisclosed funding
Hub 05
Beijing
117 Auto companies
11% of the Auto companies across these hubs
117companies
$8.8Bdisclosed funding
Hub 06
Qingdao
109 Auto companies
Hub 07
Ningbo
102 Auto companies
9% of the Auto companies across these hubs
102companies
1hiring now
Hub 08
Hong Kong
82 Auto companies
7% of the Auto companies across these hubs
82companies
$650kdisclosed funding
generated artwork
The Auto market map of China: what these companies actually do
Breaks down the Auto sector into product sub‑categories and revenue models, showing consumer digital (139 firms) and enterprise tech (104 firms) as the largest groups, and physical commerce as the most common revenue model.
- Consumer Digital139 companies · $29.8B raised
- Enterprise Tech104 companies · $10.4B raised
- B2C E-Commerce99 companies · $10.3B raised
- Marketplaces71 companies · $11.8B raised
- Second Hand Goods50 companies · $11.4B raised
- Off Highway Vehicles46 companies · $95.6M raised
- Second Hand Cars E-Commerce45 companies · $11.4B raised
- Online Auto Parts and Accessories44 companies · $1.2B raised
- Green Transport34 companies · $17.7B raised
- Electric Vehicles31 companies · $17.7B raised
- Automotive Fintech19 companies · $867.9M raised
- Fintech19 companies · $867.9M raised
Monetization
How Auto companies make money
How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Physical Commerce2,385
E-Commerce - Product2,361
Commission on Transaction382
Fee-For-Service272
Advertising222
E-Commerce - Service183
Subscription165
Sponsorship26
Funding, M&A and the deals moving Auto in China
Counts 1,416 corporate events over the past two years, most frequently company announcements (694), earnings releases (200), and new product announcements (116).
Announcement 694Earnings 200Product 116Contracts 106M&A 64Leadership 55Jobs 29Capital 23Funding 23IPO 22
- IPOThe Japan-headquartered EV battery manufacturer, controlled by China’s Envision Group and backed by Singapore’s sovereign wealth fund GIC, is mulling an IPO in Hong Kong that could raise up to $2 billion, Bloomberg reported on Thursday.2026-04-17
- M&AYamaha Motor Co has announced today that it has reached an agreement to have Chongqing Jianshe Mechanical and Electric Co Ltd, a current partner of the company's motorcycle manufacturing joint venture in China, Zhuzhou Jianshe Yamaha Motor Co (ZJYM), to transfer ZJYM's equity interest to Zhejiang CFMoto Power Co (CFMOTO).2026-04-15
- IPOCasstime Holdings Ltd., which focuses on China’s automotive aftermarket, has applied to list on the Hong Kong Stock Exchange, with China International Capital Corp (CICC) as the sole sponsor.2026-04-13
- M&AOne of Geely’s most recent moves is the acquisition, alongside parent company Zhejiang Geely Holding Group, of a combined 26.4% stake in Renault Group’s Brazilian subsidiary.2026-04-12
- FundingU Power announced the sale of Class A shares at $1.10 per share, generating $3.19 million in gross proceeds.2026-04-08
- M&ASteyr Motors AG has successfully completed the acquisition of 100% of shares in Danish companies BUKH A/S and SLC Ejendomme ApS, marking a strategic expansion in mission‑critical defense and marine applications.2026-04-07
- IPOOn March 19, Voyah (07489.HK) officially began trading on the Main Board of the Hong Kong Stock Exchange.2026-03-20
- FundingCango received $10.5 million from an equity investment from EWCL in addition to $65 million cumulative investment from entities owned by members of its leadership.2026-02-13
- IPOFuYao Glass Industry Group plans to go public with a listing on Hong Kong’s Hang Seng exchange.2026-02-02
- FundingAccording to the letter, Dr. Zhang plans to purchase Autozi shares incrementally over the next 12 months at USD 5 per share, using personal funds totaling between USD 10 million and USD 30 million.2026-01-28
Mergers and acquisitions
Deals from the last 24 months where a Auto company in China was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| Zhuzhou Jianshe Yamaha Motor Co | undisclosed | Announced | 2026-04-15 | |
| Renault Group’s Brazilian subsidiary | undisclosed | — | 2026-04-12 | |
| Renault’s South Korean JV | undisclosed | — | 2026-04-12 | |
| BUKH A/S | undisclosed | Completed | 2026-04-07 | |
| SLC Ejendomme ApS | undisclosed | Completed | 2026-04-07 | |
| Renault do Brasil | undisclosed | — | 2025-12-31 |
Who is listing, hiring leaders, launching and winning work
Details specific event types such as IPO filings, leadership changes, product launches, and contract wins for companies in the Auto sector.
IPO pipeline
9 companies listed or filing · last 24 months
Envision AESCIPO · Hong Kong · 1 reportApr 2026
CasstimeIPO · Hong Kong Stock Exchange · 1 reportApr 2026
Fuyao GroupIPO · Hang Seng exchange · 1 reportFeb 2026
Dongfeng MotorOFS · Hong Kong Stock Exchange · 1 reportAug 2025
Leadership moves
16 tracked people moves · last 12 months
Shandong Linglong TireZhou Lingkun · Appointment → PresidentApr 2026
Triangle TireFederico Parmesan · Appointment → European OTR Technical ManagerMar 2026
Product launches
tracked launches · last 12 months
Contract wins
60 customer wins · last 24 months
u powerwon undisclosed clientApr 2026
Workforce actions
4 companies cutting roles · last 24 months
Johnson Electric~300 roles reported · changed circumstancesFeb 2025
Regulatory & litigation
25 regulatory events · 13 tracked suits · 24 months
- nokia v geelySEP infringement · OngoingApr 2026
- brazil v bydstop use of disputed technology or pay fine · VerdictApr 2026
Earnings pulse
companies reporting results · last 24 months
29 companies reporting203 company-quarters trackedbeat 13miss 15in line 2
Half of these companies grew revenue faster than +16.0%, half slower.
Who is building Auto in China
Profiles 333 founders and CEOs across 300 Auto firms, noting that Yale University is the most common alma mater with two alumni.
Founders and chief executives12 of 333, from the best-funded companies on this page
Founder Guazi.com, Maodou.com, CEO Chehaoduo Group. Yale University, Tianjin University
ex- CEO of Easycar. NYU 1999
Ex-handong Heavy Industry, XCMG Group. Jilin Province Transportation College
FEN Research Campus, ex-Danfoss Silicon Power, GE Research, EON Energy Research Center. RWTH Aachen University BSc 2011, MSc 2013
Founder Renmaitong dot Com & CMFMobile, ex-Co-Founder Redsoft.
Director General Motors, Isreal Corporation/Kenon Holdings, Qoros Auto, ex-McKinsey & Company. National University of Singapore BEng 2004…
Ex-Founder Max Photonics
Founder-Beijing Calculus Network.
Ex- NIO, Ford Motor Company, AMPS.The University of Michigan PhD
Where the founders studied
alma mater on record for 7 of 333 founders
Yale University2
University of Waterloo1
Massachusetts Institute of Technology1
University of Cambridge1
Kellogg School of Management1
National University of Singapore (NUS)1
Founders flagged as repeat founders
of 198 founders with a profile on this page
3
carry a repeat-founder flag
- flagged as repeat founders3
- no repeat-founder flag195
Radar
Look up the people behind Auto companies in China
Search founders, executives and operators by company, role and location.
Who funds Auto in China
Records 411 funding rounds since 2016 from 538 investors, with the typical round valued at $41.2 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Shunwei Capital | 11 | 3 | Apr 2024 |
| Matrix Partners China | 9 | 6 | May 2023 |
| Legend Capital | 9 | 6 | Oct 2023 |
| Sequoia Capital | 8 | 3 | Aug 2022 |
| NIO Capital | 8 | 3 | Mar 2026 |
| Tencent | 7 | 4 | Apr 2022 |
| HongShan | 7 | 2 | Jan 2024 |
| CICC | 6 | 3 | Apr 2023 |
| Warburg Pincus | 6 | 2 | May 2019 |
| SDIC | 6 | 2 | Nov 2023 |
Stage mix · rounds since 2016
Seed & Angel94
Series A–B186
Series C+ / PE89
Grants, debt & other42
The typical round is $41.2M — half were bigger, half smaller.
The biggest Auto funding rounds in China
Highlights the largest disclosed financing, including WM Motor’s $1.8 billion Series B round, and lists ten other large recent rounds.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Bmega-round | $1.8B | Dec 2017 | Ameba Capital, Tencent, China Money Network +1 more | |
| Series Emega-round | $1.5B | Feb 2019 | SoftBank Vision Fund | |
| Series Dmega-round | $1.5B | Sep 2020 | SAIC Motor, Baidu, SIG China +7 more | |
| Series Dmega-round | $1B | Jan 2018 | — | |
| Series Emega-round | $962.4M | Aug 2023 | — | |
| Series Dmega-round | $818M | Mar 2018 | Tencent, ICBC International Holdings, Yunfeng Capital +10 more | |
| Series Amega-round | $750M | Feb 2023 | Amnon Shashua, Contemporary Amperex Technology, Guangzhou Yuexiu Industrial Investment Fund Management +2 more | |
| Series Amega-round | $636.9M | Nov 2022 | Bank of China, Agricultural Bank of China Financial Assets Investment, Ganfeng Lithium +1 more | |
| Series Dmega-round | $625.9M | Oct 2021 | Qihoo 360 Technology, CCB International, CITIC +2 more | |
| Farizon Auto | Series Amega-round | $600M | Jul 2023 | Boyu Capital, Guangzhou Yuexiu Industrial Investment Fund Management, Hidden Hill Capital |
Venture round sizes · 2023–2025
<$1M1
$1–10M5
$10–50M17
$50–250M7
>$250M3
33 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Series B$174.2MMar 2026
Series AundisclosedMar 2026
Series BundisclosedMar 2026
Series C$100.8MFeb 2026
What the news says about Auto in China
Aggregates 880,568 news articles from the last year, most often covering geopolitical disputes and international political relations within the Auto sector.
News volume
Auto coverage across China · articles per quarter
2021Q22026Q1
peak 342,015 in 2025Q3 · 880,568 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 46% → 49%, negative 44% → 34% across 2021–2025.
What the coverage is about
The subjects that dominate Auto news in China. The arrow shows whether each one is being written about more or less than a year ago.
- Geopolitical disputes and contested areas301,124▲+33%
- International and transnational geographic entities301,118▲+33%
- Administrative and political subdivisions301,011▲+33%
- International political relations138,045→+6%
- Security and defense policies88,104▲+20%
- Trade policies and agreements87,447→-8%
- International relations and diplomacy84,134→-1%
- Government international agreements coordination60,133→-10%
- Trade wars and geopolitical impacts32,065▼-22%
- Nationalism and sovereignty debates31,116→-5%
Most-covered companies · last 12 months
- 6,876
- 1,443
- 848
- 669
- 620
- 273
- 133
- 84
- 77
- 75
36 Auto companies here were named in the news over this period.
Prism
Watch Auto coverage in China as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter
Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
countries+128%sustainable city planning+5011%domestic robots+1222%toy robots+1514%summit diplomacy+54%sanctions policies+68%export sanctions+127%wto rulings+200%asian games+3066%stablecoin fx impact+110%
preferential tariff-39%economic slowdown-46%tariff rate quota-34%mfn tariff-37%gold futures trends-41%
The pressures the press keeps returning to
Three recurring angles in China Auto coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
1,177,491 articles touch this dimension · 41.8% critical tone
20212025
signals: territories, disputed islands, tariff negotiations
Funding Momentum ▲ rising
123,066 articles touch this dimension · 51.0% critical tone
20212025
signals: inflation reports fx, currency intervention policies, trade deficits fx
Growth ▲ rising
385,763 articles touch this dimension · 44.4% critical tone
20212025
signals: gdp growth rate, gdp acceleration, economic output growth
Auto jobs in China: who is hiring and what they ask for
Reports zero job postings in the past 12 months from one employer, with the most requested skills being architecture design, big data, and pre‑sales.
0postings · last 12 months
1postings tracked overall
1employers advertising
Demand
The Skills Employers Ask For
What Auto employers in China put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
- architecture design1→
- big data1→
- pre-sales1→
- containers1▼
- middleware1→
- cloud computing1→
- artificial intelligence1▲
- networking1▼
- consulting1▲
- security1▼
Most advertised titles
- 1
15 Auto-relevant internships in India were advertised over the same 12 months.
What Auto research is working on
Summarizes 53,340 academic papers on Auto topics, dividing them into identified problems (15,526), cautions (1,545), and opportunities (18,826).
How this field talks about itself
Auto papers (gold) against all published research (grey)
Descriptive29.3% · 17.6%1.7×
Problem-identifying27.4% · 9.6%2.9×
Promising21.0% · 37.2%0.6×
Breakthrough14.3% · 26.0%0.6×
Comparative3.4% · 4.0%0.8×
Cautionary2.9% · 4.6%0.6×
Auto literature runs 1.7× more “descriptive” than science at large (29.3% vs 17.6% baseline).
How the work is done
Empirical59.5%
Methods-led25.7%
Theoretical6.4%
Reviews4.5%
Position pieces3.9%
How the research reads
86% positive · 6% neutral · 8% negative, across 53,340 papers.
The institutions behind the field
- 17k
- 15k
- 15k
- 14k
- 14k
- 14k
ranked by how often their work is cited
Researchers who shaped it
Andreas Geiger · P Lenz · R. Urtasun · Susan Mallett · Penny Whiting · Anne W.S. Rutjes · Marie E. Westwood · Jonathan J. Deeks
The most-cited breakthroughs
- Are we ready for autonomous driving? The KITTI vision benchmark suite · 14k cites
- ADASYN: Adaptive synthetic sampling approach for imbalanced learning · 4k cites
- Multi-view 3D Object Detection Network for Autonomous Driving · 3k cites
- End to End Learning for Self-Driving Cars · 3k cites
- Scalability in Perception for Autonomous Driving: Waymo Open Dataset · 3k cites
Common problems researchers identify13,905 papers · 7 recurring themes
Problems · theme 01
Social Identity and Power Issues
1,059 papers · 17.6% of this block
Examines how gender, ethnicity, and power dynamics are portrayed and contested in humanitarian and cultural contexts.
Humanities · Identity · Power · Latin Americans
“Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.”
1059 of these papers raise it as a problem
Problems · theme 02
Healthcare Delivery Challenges
975 papers · 16.2% of this block
Investigates barriers to safe nursing care, infection control, and medication management for vulnerable patient groups.
Nursing care · Gynecology · Coronavirus disease 2019 · MEDLINE
“AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS”
975 of these papers raise it as a problem
Problems · theme 03
Data Governance and Policy Gaps
876 papers · 14.6% of this block
Analyzes legal, technical, and administrative shortcomings in personal data handling and public‑sector information systems.
Order · Cadastre · Government · Public policy
“Auditoria a sistemas de informação e tecnologias aplicadas”
876 of these papers raise it as a problem
Problems · theme 04
Ethical and Educational Concerns
862 papers · 14.4% of this block
Explores philosophical and humanitarian questions surrounding education, incarceration, and technology use in care settings.
Philosophy · Humanities · Persona · Derecho
“Educação para pessoas privadas de liberdade”
862 of these papers raise it as a problem
Problems · theme 05
Environmental Monitoring Limitations
825 papers · 13.8% of this block
Highlights difficulties in tracking land‑use change, rural cadastral records, and biodiversity within protected Amazon regions.
Humanities · Horticulture · Statistical analysis · Amazon rainforest
“CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO”
825 of these papers raise it as a problem
Problems · theme 06
Pedagogical Inclusion Barriers
749 papers · 12.5% of this block
Focuses on obstacles to implementing inclusive curricula, technology‑enhanced teaching, and language accessibility in schools.
Humanities · Qualitative research · Initial training · Curriculum
“INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA”
749 of these papers raise it as a problem
Problems · theme 07
Security and Human‑Machine Interaction Risks
654 papers · 10.9% of this block
Reviews safety, cybersecurity, and usability problems arising from autonomous vehicle technologies and related interfaces.
Computer security · Transport engineering · Human–computer interaction · Automotive industry
“Planning and Decision-Making for Autonomous Vehicles”
654 of these papers raise it as a problem
Cautions1,384 papers · 7 recurring themes
Cautions · theme 01
Clinical Risk Management Alerts
274 papers · 19.8% of this block
Warns of pressure injuries, medication complications, and comorbidities affecting elderly and hospitalized patients.
Gynecology · CADASIL · Leukoencephalopathy · Internal medicine
“Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas”
274 of these papers raise it as a problem
Cautions · theme 02
Autonomous Mobility Safety Concerns
270 papers · 19.5% of this block
Calls for careful assessment of societal, environmental, and infrastructural impacts of driverless transport systems.
Transport engineering · Human–computer interaction · Automotive engineering · Aeronautics
“AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?”
270 of these papers raise it as a problem
Cautions · theme 03
Educational Vulnerability Issues
187 papers · 13.5% of this block
Highlights risks linked to substance use, mental health, and engagement challenges for students with special needs.
Humanities · Philosophy · Identity · Higher education
“Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa”
187 of these papers raise it as a problem
Cautions · theme 04
Adversarial Perception Threats
171 papers · 12.4% of this block
Examines how intentional attacks can reduce object detection and trajectory prediction reliability in autonomous driving.
Adversarial system · Lidar · Object detection · Robustness
“On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles”
171 of these papers raise it as a problem
Cautions · theme 05
Construction Material Uncertainty
171 papers · 12.4% of this block
Points out gaps in testing, modeling, and statistical analysis of building components and geological substrates.
Cadastre · Materials testing · Geology · Statistical analysis
“Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado”
171 of these papers raise it as a problem
Cautions · theme 06
Plant‑Microbe Interaction Limits
165 papers · 11.9% of this block
Notes challenges in harnessing bacterial inoculants and saline irrigation for sustainable horticultural productivity.
Horticulture · Microbiology · Botany · Bacteria
“Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv”
165 of these papers raise it as a problem
Cautions · theme 07
Regulatory and Investment Ambiguities
146 papers · 10.5% of this block
Discusses unclear policy environments, tax aggressiveness, and disclosure practices affecting corporate financing.
Order · Government · Investment · Legislation
“INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA”
146 of these papers raise it as a problem
Opportunities16,625 papers · 7 recurring themes
Opportunities · theme 01
Integrated Safety and Security Design
1,592 papers · 26.5% of this block
Presents frameworks for jointly addressing functional safety and cybersecurity in autonomous vehicle systems.
Human–computer interaction · Transport engineering · Computer security · Automotive engineering
“Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System”
Opportunities · theme 02
Advanced 3D Perception Techniques
1,072 papers · 17.9% of this block
Showcases methods for improving lidar‑based object detection and scene understanding in driver assistance.
Object detection · Object · Lidar · Point cloud
“Road Scene Content Analysis for Driver Assistance and Autonomous Driving”
Opportunities · theme 03
Predictive Motion Planning Advances
807 papers · 13.4% of this block
Explores model‑predictive control and trajectory optimization to enable agile, obstacle‑aware autonomous navigation.
Trajectory · Control theory · Motion planning · Model predictive control
“Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control”
Opportunities · theme 04
Humanities‑Driven Evaluation Tools
800 papers · 13.3% of this block
Develops qualitative frameworks for assessing learning outcomes and equity in virtual and health‑focused education.
Humanities · Philosophy · Qualitative research · Order
“REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS”
Opportunities · theme 05
Spatial Data Integration for Sustainability
699 papers · 11.7% of this block
Leverages cadastral, BIM, and statistical methods to model energy use and environmental impacts of built environments.
Horticulture · CADASIL · Traditional medicine · Leukoencephalopathy
“ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA”
Opportunities · theme 06
Reinforcement Learning for Driving Decisions
686 papers · 11.4% of this block
Applies deep reinforcement techniques to improve collision avoidance and behavior planning in autonomous vehicles.
Cadastre · Cartography · Statistical analysis · Humanities
“BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring”
Opportunities · theme 07
Reinforcement Learning / Reinforcement
344 papers · 5.7% of this block
Reinforcement learning · Reinforcement · Action · Human–computer interaction
“Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety”
Prism
Go deeper on Auto research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering China. Counts are of companies we track, not of every company that exists. Updated August 2026.
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