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Risenshine! Here is digest of signals harvested on 2026-06-12.
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Markets
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International - 06/12 |
+2.4231% +0.2609% MoM | +2.8281% +3.1015% MoM | +2.3794% 0% MoM | +3.1879% +2.75% MoM |
+3.1879% +2.75% MoM | +3.6978% +3.367% MoM | +4.8099% +6.7187% MoM | +4.5965% +1.361% MoM |
+2.7415% +4.2713% MoM | +2.749% +1.6555% MoM | +4.4047% +4.8852% MoM | +0.4604% -8.7559% MoM |
+3.2366% -0.9775% MoM | +1.0359% -0.396% MoM | +4.5408% +8.0013% MoM | +2.3386% -10.8758% MoM |
+2.103% -0.8847% MoM | -0.1896% -14.5985% MoM | +1.5919% -7.0506% MoM | +2.0254% +1.8139% MoM |
+1.9417% -0.369% MoM | +0.088% -1.1924% MoM | +5.5633% -4.3047% MoM | +1.0201% -0.2484% MoM |
+3.8521% -5.2538% MoM |
Commodities - 06/12 |
+3.1342% -10.2625% MoM | +5.4804% -23.3522% MoM | -4.073% -9.3002% MoM | +3.3047% -20.0471% MoM |
-0.1139% -8.4581% MoM | -0.4888% +2.8093% MoM | +3.2344% -3.3027% MoM | -3.2929% +1.6393% MoM |
-2.0504% -11.9073% MoM | -0.488% -11.5885% MoM | +5.856% -15.907% MoM | +5.4873% -9.8683% MoM |
Favorites - 06/12 |
-6.2473% -7.3156% MoM | +7.9686% +9.6409% MoM | -1.7667% -3.6697% MoM | +2.2203% -9.2813% MoM |
-8.5263% -2.9827% MoM | -0.3106% +18.412% MoM | +1.4748% -10.5949% MoM | -2.3314% -22.7145% MoM |
-1.3708% -16.9085% MoM | +11.3197% +54.7082% MoM | +9.2676% -2.7683% MoM | +11.6596% +23.9215% MoM |
+6.1506% -4.7896% MoM | +11.1327% +57.7466% MoM | +1.389% -1.0841% MoM | +2.248% +0.2722% MoM |
Sectors - 06/12 |
+1.6997% -0.613% MoM | +0.8113% +5.0303% MoM | +0.7467% +3.1967% MoM | -0.1556% +1.606% MoM |
+8.3877% +11.1% MoM | +4.9673% +4.5767% MoM | +0.1775% +2.3954% MoM | +3.8221% +16.2368% MoM |
+0.9195% -5.3673% MoM | +5.6604% -3.4483% MoM |
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Gainers
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Market closed! Happy holidays! |
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Losers
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Market closed! Happy holidays! |
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Business
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How Gulf States' AI Investments Are Shaping Global Tech Competition |
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🗺 Background:- Gulf States have invested billions of dollars in AI, focusing on sovereign funds and partnerships with global technology firms.
- Saudi Arabia and the UAE have launched multiple national AI strategies since 2017 to diversify their oil-based economies.
- Recent AI investments are part of broader technology modernization ambitions, including NEOM and Abu Dhabi's tech clusters.
- These countries leverage their financial resources to attract international talent and build advanced AI infrastructures.
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🎩 Key stakeholders:- Saudi Arabia's Public Investment Fund (PIF) and Abu Dhabi's Mubadala are leading investment vehicles in AI.
- Mohamed bin Zayed, Crown Prince of Abu Dhabi, is a key political figure driving regional AI ambitions.
- Tech firms such as OpenAI, Microsoft, and local entities like G42 are involved in partnerships and pilot projects.
- Government-backed institutions like the Saudi Data & AI Authority (SDAIA) and UAE's Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) play central roles.
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➡ Potential consequences:- Near-term, Gulf States' aggressive AI funding may increase their competitiveness in global technology sectors.
- Regional hubs could attract multinational tech companies seeking access to new AI resources and talent pools.
- In the medium term, local innovation ecosystems may emerge, potentially shifting portions of global AI R&D to the Gulf region.
- These investments could alter regional geopolitics and reshape international collaborations in the AI sector.
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Challenges and Opportunities in Automating the Restaurant Industry |
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🗺 Background:- Automation in the restaurant industry began accelerating post-2020 due to pandemic labor shortages and rising costs.
- Major chains like McDonald’s and Chipotle piloted robotic kitchen systems starting in 2021, aiming to reduce operational expenses.
- By mid-2024, over 10,000 U.S. restaurants had deployed digital ordering kiosks and kitchen robots.
- Automation addresses challenges like workforce shortages, inconsistent food quality, and increasing minimum wage requirements.
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🎩 Key stakeholders:- Leading technology companies such as Miso Robotics, SoftBank Robotics, and Bear Robotics are the primary automation suppliers.
- Restaurant brands including Domino’s, McDonald’s, and Wendy’s have partnered with robotics firms for pilot projects.
- Industry associations like National Restaurant Association are researching automation’s impact on employment.
- Academic institutions including MIT and UC Berkeley have published recent studies on restaurant automation feasibility.
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➡ Potential consequences:- Near-term: Automated systems may reduce labor requirements by 20%, leading to higher profit margins but possible job displacement in Q3 2026.
- Near-term: Increased use of robot servers could enhance customer service speed but challenge traditional workforce training.
- Medium-term: Widespread adoption could result in standardized menu quality and spark regulatory debate on food safety robotics by 2027.
- Medium-term: Industry-wide automation might foster new technical roles while reducing entry-level jobs.
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The Impact of U.S. Grid Limitations on Competing with China in the Power Sector |
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🗺 Background:- The U.S. electric grid is facing increasing stress due to rising demand from industries such as AI data centers and electrification projects.
- Grid limitations include transmission bottlenecks, aging infrastructure, and slow permitting processes compared to China's rapid grid expansion.
- China has invested heavily in ultra-high-voltage transmission lines and has added over 140 GW of solar capacity in 2023, outpacing U.S. grid enhancements.
- As the global clean energy race intensifies, grid reliability and capacity are critical to national economic competitiveness.
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🎩 Key stakeholders:- The U.S. Department of Energy and Federal Energy Regulatory Commission (FERC) are primary government bodies overseeing grid modernization and regulation.
- American power utilities such as Pacific Gas & Electric (PG&E), Duke Energy, and regional transmission organizations (RTOs) play central operational roles.
- Major Chinese companies like State Grid Corporation of China and China Southern Power Grid are leading the global charge in infrastructure development.
- Large U.S. tech firms, including Microsoft and Google, have voiced concerns regarding grid readiness for extensive renewable integration and AI workloads.
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💡 News facts:- A June 11, 2026 report from Power Sector News details how U.S. grid constraints slowed new industrial projects compared to China’s recent high-speed grid upgrades.
- On June 12, 2026, Energy Policy Today published findings citing delays in U.S. grid expansion, hindering deployment of advanced renewables and AI-intensive facilities.
- A June 12, 2026 article from Transmission Hub confirms that despite FERC initiatives, U.S. grid modernization lags behind China's faster permitting and construction timelines.
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➡ Potential consequences:- Near-term: Industrial growth in the U.S. may slow as grid bottlenecks postpone new factories, data centers, and clean energy projects.
- Near-term: China’s faster grid expansion could attract further investment in high-tech industries and renewable projects, increasing its global market share.
- Medium-term: Continued delays in U.S. grid upgrades may negatively impact national security, economic leadership, and innovation relative to Chinese advancements.
- Medium-term: Persistent grid limitations could inhibit widespread electrification, affecting emission reduction targets and climate policy objectives.
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Economic Effects of FIFA's World Cup Ticket Resale Policies |
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🗺 Background:- FIFA's ticket resale policies regulate the secondary market for World Cup games, aiming to curb scalping and fraud.
- Past World Cups, including Russia 2018 and Qatar 2022, saw official platforms implemented but criticized for lack of transparency.
- The resale systems often require fans to transfer tickets only on FIFA's official portal, limiting open market exchanges.
- High demand for matches, especially finals, typically leads to inflated prices and market distortions.
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🎩 Key stakeholders:- FIFA, led by President Gianni Infantino, sets all official ticketing rules for World Cup events.
- Major ticket resale companies like StubHub and Viagogo have been excluded from official resale platforms.
- National football associations such as the FA and DFB are responsible for distributing tickets to their fans.
- Individual fans and consumer protection bodies are directly affected by resale limitations and pricing.
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➡ Potential consequences:- Resale restrictions may push fans to unauthorized platforms, increasing risks of fraud and invalid tickets.
- Official portals often lead to higher prices in the secondary market, benefitting FIFA but pricing out many fans.
- Short-term disruptions in ticket access could undermine fan experiences and local economic activity during the tournament.
- Medium-term, persistent issues could lead to regulatory scrutiny or pressure for reform in FIFA's ticket resale policies.
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How Geopolitical Events Shape Oil Prices and National Economies |
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🗺 Background:- Oil prices are highly sensitive to geopolitical events such as conflicts, sanctions, and trade disputes impacting supply and demand.
- The global benchmark for oil is Brent Crude, frequently affected by OPEC decisions and regional instability.
- Major oil-producing countries include Saudi Arabia, Russia, and the United States, which collectively control over 40% of world oil supply.
- Sharp movements in oil prices can lead to inflation, currency fluctuations, and shifts in government fiscal policy.
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🎩 Key stakeholders:- OPEC (Organization of the Petroleum Exporting Countries) is a key influencer setting production quotas since its foundation in 1960.
- Major oil companies, such as ExxonMobil, Saudi Aramco, and Gazprom, drive production and global market strategies.
- Countries like the United States, Russia, and Iran frequently shape oil prices through sanctions and export policies.
- Financial institutions like the International Energy Agency provide forecasts and analysis influencing policy decisions.
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➡ Potential consequences:- Near-term, higher oil prices may result in increased inflation rates in OECD countries and pressure on central banks to hike interest rates.
- Medium-term, persistent supply disruptions could force significant energy policy realignment and accelerate the shift to renewable energy.
- Export-reliant economies such as Saudi Arabia may see fiscal surpluses, while oil-importing nations face widening current account deficits.
- Volatility in oil prices could destabilize emerging markets, impacting currency stability and government revenues.
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Science News
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Alternative investment models in startup funding: The rise of funding without traditional VC structures |
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🗺 Background:- Alternative startup funding models such as revenue-based financing and crowdfunding are gaining traction as founders seek to bypass traditional venture capital structures.
- Platforms like AngelList and Republic have enabled broader access to capital, democratizing the investment process since 2015.
- Traditional VC structures often require equity and board seats, while new models emphasize flexibility and founder control.
- The rise in non-VC funding coincides with increased scrutiny on venture capital outcomes and greater demand for diverse funding sources.
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🎩 Key stakeholders:- AngelList, Republic, and Seedrs are prominent platforms enabling alternative startup funding.
- Key individuals include Naval Ravikant (AngelList co-founder), Kendrick Nguyen (Republic CEO), and Jeff Kelisky (Seedrs CEO).
- Accelerators such as Y Combinator have experimented with alternative funding terms beyond classic VC.
- Institutional investors like pension funds and family offices are increasingly participating in non-VC direct startup investments.
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➡ Potential consequences:- Startups may retain greater control and flexibility by leveraging alternative funding models, reducing pressure for rapid scaling and exits.
- The shift could lead to more sustainable growth patterns and wider access to capital across geographic and demographic lines in the near term.
- Medium-term impacts may include increased competition for traditional VC firms and a need for regulatory adaptation in the broader startup ecosystem.
- Broader adoption of alternative models could drive innovation in financial products tailored to startup needs and founder priorities.
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The evolution and economics of AI pricing: Competition and sustainability in subscription models |
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🗺 Background:- AI subscription pricing has evolved rapidly since OpenAI launched ChatGPT Plus in February 2023 at $20/month.
- Competition among AI vendors like Google, Microsoft, and Anthropic has driven differentiation in features, pricing tiers, and bundled offerings.
- Sustainability concerns have emerged as increasing compute demands raise infrastructure costs for cloud-based generative AI models.
- Regulatory scrutiny over AI pricing fairness and transparency is intensifying worldwide, pressuring vendors to rethink their models.
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🎩 Key stakeholders:- OpenAI, Google, Microsoft, and Anthropic are the leading companies shaping AI subscription economics.
- Institutional stakeholders include regulatory bodies such as the Federal Trade Commission (FTC) and European Commission.
- Prominent individuals influencing policy and pricing include Sam Altman (OpenAI), Sundar Pichai (Google), and Satya Nadella (Microsoft).
- Cloud providers like Amazon Web Services and Nvidia are key technology enablers due to their infrastructure role.
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➡ Potential consequences:- In the near-term, price competition could drive consumer adoption but squeeze profit margins for AI vendors.
- Subscription model shifts may prompt broader industry adoption of usage-based billing to balance sustainability.
- Medium-term risks include market consolidation, favoring large tech players able to subsidize infrastructure costs.
- Regulatory intervention may mandate transparent disclosures and limit anti-competitive pricing practices in the AI sector.
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Cutting-edge energy storage innovations for AI-powered infrastructures: The case of sodium-ion batteries for data centers |
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🗺 Background:- AI-powered infrastructures require robust energy storage solutions to maintain high data throughput and uptime.
- Sodium-ion batteries are emerging as an alternative to lithium-ion batteries due to resource abundance and lower costs.
- Data centers are increasingly adopting advanced energy storage to ensure operational continuity and meet sustainability targets.
- Recent energy storage innovations focus on scalability, safety, and economic efficiency for large-scale computing environments.
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🎩 Key stakeholders:- CATL (Contemporary Amperex Technology Co., Ltd.) is a leading company developing sodium-ion battery technology.
- Microsoft and Google are prominent data center operators actively exploring next-generation energy storage technologies.
- The National Renewable Energy Laboratory (NREL) and Stanford University are researching scalable battery systems for AI data centers.
- Dr. Qian Zhang at CATL and Dr. Daniel Kammen at UC Berkeley are key researchers driving sodium-ion battery advancements.
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➡ Potential consequences:- Near-term: Data centers using sodium-ion batteries could lower operational costs by up to 30% compared to lithium-ion, improving competitiveness.
- Near-term: Enhanced energy storage may reduce carbon emissions from cloud infrastructure, supporting compliance with international sustainability standards.
- Medium-term: If adoption accelerates, sodium-ion battery demand will stimulate further research and development, potentially reshaping the global energy storage supply chain.
- Medium-term: Widespread deployment may prompt policy adjustments related to battery recycling and resource security.
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The impact of sedimentation on global freshwater storage: Long-term risks to reservoirs |
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🗺 Background:- Sedimentation reduces global freshwater storage capacity in reservoirs by accumulating silt and debris, threatening long-term water management.
- The World Commission on Dams reported in 2000 that nearly 60,000 large dams worldwide are affected by sedimentation, causing a loss of 1% storage annually.
- Sediment inflow is driven by upstream land use, deforestation, and extreme weather events, with Asia and Africa being most at risk.
- Sedimentation often leads to increased maintenance costs and reduced hydropower efficiency.
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🎩 Key stakeholders:- UNESCO, the World Bank, and local water authorities are principal organizations monitoring and managing reservoir sedimentation.
- Engineers and hydrologists at national agencies, such as the U.S. Bureau of Reclamation, play leading roles in research and mitigation efforts.
- Hydropower companies, municipal water suppliers, and agricultural users are directly impacted stakeholders.
- Research institutions like IIT Roorkee and ETH Zurich have published influential studies on sedimentation dynamics.
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➡ Potential consequences:- In the near-term, accelerated sedimentation could lower the operational lifespan of major reservoirs, requiring expensive dredging or capacity upgrades.
- Freshwater shortages for cities and farms may increase as reservoir volume declines, resulting in supply constraints especially during drought.
- Medium-term consequences include reduced hydropower generation and flood control safety, impacting energy and disaster resilience.
- Sediment overload may necessitate adaptive infrastructure strategies, including new dam construction and catchment management.
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Applications of quantum physics in daily life: Exploring how subjectivity could drive scientific and technological adoption |
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🗺 Background:- Quantum physics underpins technologies like MRI scanners and lasers, influencing daily life since its development in the early 20th century.
- Subjectivity in perception may drive the pace and direction of quantum technology adoption, especially as personalized digital tools emerge.
- Quantum computing promises exponential speed gains for specific tasks, with IBM and Google announcing quantum breakthroughs since 2019.
- Quantum sensors and communication systems are increasingly entering consumer and industrial markets, catalyzed by recent government investments.
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🎩 Key stakeholders:- IBM, Google, and D-Wave Systems are major corporate players in quantum computing commercialization.
- The European Quantum Flagship program (launched 2018) funds research connecting academia and industry in quantum technologies.
- MIT, Stanford, and the University of Oxford are leading academic institutions advancing applied quantum physics.
- Nobel laureates Alain Aspect, John F. Clauser, and Anton Zeilinger are pivotal individuals in quantum physics research.
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➡ Potential consequences:- Quantum-enabled devices may reshape cybersecurity, making current encryption obsolete within the next decade.
- Personalized healthcare could advance rapidly with quantum sensors, especially if subjective user adoption drives market demand.
- Medium-term, quantum-driven AI might accelerate scientific discoveries and economic shifts, depending upon public perception and trust.
- Subjective user experiences could influence which quantum technologies become mainstream, affecting regulatory and ethical frameworks.
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Culture
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No famous painter from 3rd century Europe "N/A..." There are no surviving records or known famous painters from 3rd century Europe, as the tradition of individual artist recognition was not established at that time. Artistic works were mostly anonymous and focused on religious and utilitarian purposes.... | Origen of Alexandria "The beginning of knowledge is the discovery of something we do not understand..." Origen (c. 184 – c. 253) was an early Christian scholar, ascetic, and theologian who lived and worked in Alexandria, Egypt, and later in Caesarea. He is considered one of the most distinguished writers of early Christian theology and biblical exegesis.... |
Claudius Ptolemy "There is no harm in repeating a good thing..." Claudius Ptolemy (c. 100 – c. 170) was a Greco-Roman mathematician, astronomer, geographer, and astrologer who lived in Alexandria, Egypt. Although his lifetime was slightly earlier than the 3rd century, his influence and works were highly regarded and used throughout the 3rd century and beyond in E... | Emperor Gallienus "Don't be anxious about tomorrow, for tomorrow will be anxious for itself..." Gallienus (c. 218 – 268) was Roman Emperor from 253 to 268 during a period known as the Crisis of the Third Century. His reign was marked by numerous military conflicts and internal turmoil, but he also initiated important military reforms.... |
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NASA
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Venus and Jupiter: Conjunction from Avebury (2026-06-12) Credits: Josh Dury |
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Github
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Trading tools |
PandaAiquant 37 stars #130 We have integrated some very good professional quantitative trading strategies for users to choose from( grid).... | quant-trading 36 stars #131 This is a codebase to initialize the underlying infrastructure and stacks needed for real time quantitative trading as well as the basic application level logic.... |
quant-trading 35 stars #132 quantitative trading strategies including VIX Calculator, Pattern Recognition, Monte Carlo, Heikin-Ashi, Pair Trading... | Quant-Product-architecture 34 stars #133 The project is a framework for quantitative trading of financial assets.... |
Sea Vessels |
BoatTracker 0 stars #130 A esp 32 lora based tracker for the solar boat race... | Boat_Inventory_Tracker 0 stars #131 App to track boat inventory... |
boats 0 stars #132 Monitor app for tracking progress of virtual online sailing with Sailaway sailing simulator... | BoatEco-API 0 stars #133 SpringBoot Rest API for my fuel economy tracker web application... |
Air Vessels |
fdrify 2 stars #130 Convert ForeFlight track log data into X-Plane Flight Data Recorder format... | finger-bomb 2 stars #131 Video game with goal to destroy enemy planes with your fingers using image recognition and color tracking from video stream... |
Optimization-MR-guided-Radiotherapy 2 stars #132 Code for bachelors thesis: Optimization of the Imaging Plane for Real-time Tumor Tracking in MR-guided Radiotherapy of Moving Targets... | Air-Traffic-Control-Spring-Boot-App 2 stars #133 A simplified Air Traffic Control (ATC) system that keeps track of inbound and outbound planes, and directs them to runways, taxiways, and gates. Made with Java Spring Boot 2.0, Pos... |
Imagery |
targetran 21 stars #130 Python library for data augmentation in object detection or image classification model training... | ImageFromTextGenerator 21 stars #131 IFTG (ImageFromTextGenerator) is a Python package that simplifies creating robust datasets for OCR models. Generate images from text, apply over 10 built-in noise effects, and cust... |
Skin-Disease-Detection-Team-Technophile 21 stars #132 We are team technophiles and participated in 48hrs hackathon organized by Nirma University in collabration with Binghamton University. Our Problem Definition : To develop a solutio... | image-augment 20 stars #133 Image augmentation library for machine learning in javascript... |
Video |
MotionClone 512 stars #130 [ICLR 2025] Official implementation of MotionClone: Training-Free Motion Cloning for Controllable Video Generation ... | LVDM 504 stars #131 LVDM: Latent Video Diffusion Models for High-Fidelity Long Video Generation... |
Awesome-From-Video-Generation-to-World-Model 496 stars #132 A list of works on video generation towards world model... | SkyReels-V3 483 stars #133 SkyReels V3: Multimodal Video Generation Model... |