UltraVideo: High-Quality UHD 4K Video Dataset

🤓 Project  | 📑 Paper  | 🤗 Hugging Face (UltraVideo Dataset))  | 🤗 Hugging Face (UltraVideo-Long Dataset))  | 🤗 Hugging Face (UltraWan-1K/4K Weights) 

UltraVideo: High-Quality UHD Video Dataset with Comprehensive Captions

🎋 Click below image to watch the 4K demo video. 🤓 First open-sourced UHD-4K/8K video datasets with comprehensive structured (10 types) captions.🤓 Native 1K/4K videos generation by UltraWan.… See the full description on the dataset page: https://huggingface.co/datasets/APRIL-AIGC/UltraVideo-Long.

The Ultra HD Video market is poised for significant growth, with a market size of XXX million in 2025 and projected to reach an impressive CAGR of XX% from 2025 to 2033. This growth is primarily driven by the rising demand for high-resolution video content in various applications, including broadcasting, industrial automation, and security monitoring. Additionally, the proliferation of 4K and 5K display technologies in consumer electronics, such as TVs, laptops, and smartphones, is contributing to the increasing adoption of Ultra HD Video. The market is segmented by application and type. The broadcasting segment is expected to hold the largest market share due to the increasing use of Ultra HD Video in television and video streaming services. The industrial segment is also expected to witness significant growth as Ultra HD Video is increasingly being used for automation and inspection in manufacturing and other industries. On the technology front, 4K Video is currently dominating the market, but 5K Video is anticipated to gain traction in the coming years as display technologies continue to improve.

The global Ultra-low Latency Video Goggle market is projected to reach USD XXXX million by 2033, exhibiting a CAGR of XX% during the forecast period. The market has witnessed significant growth in recent years, driven by increasing adoption in various sectors such as robotics & automation, education, entertainment, healthcare, and military. These goggles provide enhanced visual capabilities with reduced latency, enabling users to interact with their surroundings in real-time. Key growth drivers for the Ultra-low Latency Video Goggle market include technological advancements, increasing demand for immersive experiences, and growing adoption in emerging applications. The market is segmented by application, types, and regions. Robotics & automation and education are the dominant application segments, while large-type goggles account for the majority of the market share. North America and Asia Pacific are the largest regional markets, with North America expected to maintain its dominance throughout the forecast period. Major players in the market include Fat Shark, Eachine, Avegant, DJI, and ZEISS, among others.

Video-specific super-resolution dataset processed from https://seungjunnah.github.io/Datasets/reds. Images were centrally cropped and resized (HR images are 128x128, LR images are 32x32).

Market Research Intellect presents the Ultra Low Latency Video Streaming Market Report-estimated at USD 2. 5 billion in 2024 and predicted to grow to USD 6. 8 billion by 2033, with a CAGR of 14. 8% over the forecast period. Gain clarity on regional performance, future innovations, and major players worldwide.

we establish a super-resolution video quality assessment database （VSR-QAD） for implementing super-resolution video quality assessment.

A complete list of live websites using the Super Video Player technology, compiled through global website indexing conducted by WebTechSurvey.

The global ultra low latency video streaming market size was valued at USD 1.5 billion in 2021 and is expected to expand at a CAGR of 29.4% from 2022 to 2030. The market growth can be attributed to the increasing demand for low-latency video streaming in various applications such as online gaming, video conferencing, and live broadcasting. Additionally, the rising adoption of cloud computing and edge computing technologies is further driving market expansion. Key market players include CacheNetworks, LLC., Rackfish, CDNetworks, and iWave Systems. The market is segmented based on application (online gaming, video conferencing, live broadcasting, and others) and type (real-time and near real-time). Geographically, the market is analyzed across North America, South America, Europe, the Middle East and Africa, and Asia-Pacific.

The Ultra-High Definition (UHD) Video Surveillance market is experiencing robust growth, driven by increasing demand for enhanced security and detailed video analytics across various sectors. The market's expansion is fueled by the falling costs of UHD cameras and storage solutions, coupled with the rising adoption of cloud-based video management systems (VMS). Businesses and governments are increasingly recognizing the value of high-resolution video for improved situational awareness, forensic investigations, and proactive threat detection. Advancements in artificial intelligence (AI) and machine learning (ML) are further accelerating market growth, enabling features such as automated object recognition, facial recognition, and license plate reading, enhancing the overall effectiveness of surveillance systems. We project a market size of approximately $5 billion in 2025, with a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This translates to a substantial market value exceeding $15 billion by 2033. The market's growth trajectory is, however, influenced by certain restraining factors. High initial investment costs associated with implementing UHD surveillance systems can deter smaller businesses. Furthermore, concerns related to data privacy and cybersecurity remain significant, impacting the widespread adoption of cloud-based solutions. Nevertheless, ongoing technological innovation, particularly in areas like edge computing and improved compression techniques, is expected to mitigate these challenges. Market segmentation reveals strong demand across various sectors including retail, transportation, healthcare, and government. Key players like Sony, Hikvision, and Arlo are leading the market, constantly innovating and expanding their product portfolios to meet the evolving needs of consumers and businesses. This competitive landscape fosters continuous improvements in technology and cost reduction, further contributing to the market's growth potential.

Among the Super Bowl LV advertisers, Amazon was the one that garnered the most YouTube video views worldwide as of February 8, 2021, with **** million views of its "Alexa's Body" ad. T-Mobile followed with **** million views, while Jeep came in third with **** million views.

The ultra-high-definition (UHD) surveillance camera market is experiencing robust growth, driven by increasing demand for enhanced security and detailed video evidence. The market, estimated at $15 billion in 2025, is projected to witness a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This significant expansion is fueled by several factors, including the declining cost of UHD technology, rising adoption of smart city initiatives, and the increasing prevalence of cyber threats demanding advanced security measures. Businesses across various sectors, including retail, healthcare, and transportation, are increasingly adopting UHD surveillance systems to improve operational efficiency, enhance security protocols, and gain valuable insights from high-resolution video analytics. Furthermore, the integration of artificial intelligence (AI) and advanced analytics capabilities into UHD cameras is creating new opportunities for proactive threat detection and incident response. This trend is further accelerated by the growing need for improved forensic capabilities, allowing for clearer identification of individuals and objects within recorded footage. Major players like Hikvision, Dahua Technology, and Axis Communications are leading the market, driving innovation and competition through continuous product development and strategic partnerships. However, market growth faces certain restraints, including the high initial investment costs associated with deploying UHD systems and concerns surrounding data privacy and storage requirements. Despite these challenges, the long-term prospects for the UHD surveillance camera market remain highly positive, driven by technological advancements, growing security awareness, and the expanding adoption of sophisticated video surveillance solutions across diverse applications. The market's future will be shaped by ongoing technological innovation, including 8K and beyond, as well as the seamless integration of cloud-based storage and AI-powered analytics.

A video dataset for benchmarking upsampling methods. Inter4K contains 1,000 ultra-high resolution videos with 60 frames per second (fps) from online resources. The dataset provides standardized video resolutions at ultra-high definition (UHD/4K), quad-high definition (QHD/2K), full-high definition (FHD/1080p), (standard) high definition (HD/720p), one quarter of full HD (qHD/520p) and one ninth of a full HD (nHD/360p). We use frame rates of 60, 50, 30, 24 and 15 fps for each resolution. Based on this standardization, both super-resolution and frame interpolation tests can be performed for different scaling sizes ( , and ). In this paper, we use Inter4K to address frame upsampling and interpolation. Inter4K provides both standardized UHD resolution and 60 fps for all of videos by also containing a diverse set of 1,000 5-second videos. Differences between scenes originate from the equipment (e.g., professional 4K cameras or phones), lighting conditions, variations in movements, actions or objects. The dataset is divided into 800 videos for training, 100 videos for validation and 100 videos for testing.

we establish a super-resolution video quality assessment database （VSR-QAD） for implementing super-resolution video quality assessment.

Global Ultra HD Video Chip Market Report 2024 comes with the extensive industry analysis of development components, patterns, flows and sizes. The report also calculates present and past market values to forecast potential market management through the forecast period between 2024-2030. The report may be the best of what is a geographic area which expands the competitive landscape and industry perspective of the market.

The Ultra High Definition (UHD) Medical Video Recorder market is experiencing robust growth, projected to reach a market size of $235.9 million in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 6.1% from 2025 to 2033. This expansion is driven primarily by the increasing adoption of minimally invasive surgical procedures, the rising demand for high-quality medical imaging for improved diagnostics and training, and the growing preference for digital archiving and remote consultation capabilities. Technological advancements leading to smaller, more portable, and cost-effective UHD recorders are also fueling market growth. Key players like Sony, Olympus, and Stryker are investing heavily in R&D to enhance image quality, functionality, and integration with existing hospital infrastructure. The market is segmented by recorder type (e.g., portable, rack-mounted), application (e.g., surgery, endoscopy, cardiology), and end-user (e.g., hospitals, clinics). Competition is intensifying with the entry of smaller companies focusing on niche applications and innovative features. Despite the positive outlook, certain challenges persist. The high initial investment costs associated with UHD recorders can hinder adoption in resource-constrained healthcare settings. Furthermore, the need for specialized training for medical professionals to effectively utilize the advanced features of these recorders represents a potential restraint. However, the long-term benefits of improved diagnostics, enhanced surgical precision, and streamlined workflows are expected to outweigh these challenges, paving the way for continued market expansion over the forecast period. Future growth will likely be shaped by the integration of artificial intelligence (AI) and machine learning (ML) technologies for automated analysis and improved workflow efficiency, as well as increasing demand for cloud-based solutions for data storage and remote access.

Report of Ultra Low Latency Video Streaming Market is currently supplying a comprehensive analysis of many things which are liable for economy growth and factors which could play an important part in the increase of the marketplace in the prediction period. The record of Ultra Low Latency Video Streaming Industry is providing the thorough study on the grounds of market revenue discuss production and price happened. The report also provides the overview of the segmentation on the basis of area, contemplating the particulars of earnings and sales pertaining to marketplace.

Report of Ultra-low Latency Video Goggle Market is currently supplying a comprehensive analysis of many things which are liable for economy growth and factors which could play an important part in the increase of the marketplace in the prediction period. The record of Ultra-low Latency Video Goggle Industry is providing the thorough study on the grounds of market revenue discuss production and price happened. The report also provides the overview of the segmentation on the basis of area, contemplating the particulars of earnings and sales pertaining to marketplace.

The 2025 Super Bowl is set to showcase the growing importance of streaming services for live sports, with various platforms competing to provide the best video quality for viewers. Yet, this remains a challenge for the streaming providers broadcasting the most awaited sporting event in the U.S. In terms of the lowest latency, Tubi leads the pack with a 26-second delay from real-time broadcasting, while Fubo provided the highest measured lag to real-time.