This is a dataset for a super-resolution task. The dataset contains 480x270 videos that were decoded with 6 different bitrates (100 - 4000 kbps) using 5 different codecs (H.264, H.265, H.266, AV1, and AVS3 standards). The dataset contains indoor and outdoor videos as well as animation. All videos have low SI/TI values and simple textures. It was made to minimize compression artifacts that may occur to make restoration of details possible.

APRIL-AIGC/UltraVideo dataset hosted on Hugging Face and contributed by the HF Datasets community

The statistic depicts the unit shipments of 4K Ultra HD TVs worldwide from 2016 to 2019. In 2016, 1.8 million 4K Ultra HD TVs were shipped worldwide.

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 HD video chip market is projected to grow from USD 10.5 billion in 2022 to USD 25.3 billion by 2028, exhibiting a CAGR of 13.4% during the forecast period. The growing adoption of ultra HD video in various applications, such as home entertainment, surveillance, and digital signage, is driving the growth of this market. Additionally, the increasing demand for higher resolution video content is leading to the need for more powerful and efficient video chips. Key trends in the ultra HD video chip market include the adoption of artificial intelligence (AI) and machine learning (ML) technologies, which enable video chips to analyze and process video data more efficiently. AI-powered video chips can be used for tasks such as object recognition, video enhancement, and noise reduction. Additionally, the growing popularity of cloud-based video streaming services is also driving the demand for ultra HD video chips, as these services require high-performance chips to deliver smooth and high-quality video content to users.

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

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.

The Ultra-High Definition (UHD) video surveillance market is experiencing robust growth, driven by increasing demand for enhanced security and detailed video evidence across various sectors. The market, estimated at $15 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This significant expansion is fueled by several key factors. The rising adoption of smart cities initiatives globally is creating a massive need for advanced surveillance systems capable of capturing high-resolution images for effective crime prevention and traffic management. Furthermore, the increasing affordability of UHD cameras and associated technologies, coupled with advancements in cloud storage and artificial intelligence-powered analytics, are making UHD video surveillance solutions more accessible and attractive to businesses and consumers alike. The shift towards proactive security measures, as opposed to reactive ones, is another key driver, pushing organizations to invest in advanced surveillance infrastructure. This market growth is further segmented by camera type (inline and exposed) and application (commercial and residential). While the commercial sector currently dominates market share due to higher investment capacity and security needs, the residential segment is witnessing rapid growth fueled by the increased awareness of home security and the availability of affordable consumer-grade UHD surveillance systems. Though market restraints include the relatively higher initial investment cost compared to standard definition systems and concerns around data privacy and security, the advantages offered by UHD in terms of superior image quality and detailed evidence are overcoming these challenges. The competitive landscape is dynamic, with established players like Sony, Hikvision, and Dahua vying for market share alongside emerging technology providers offering innovative solutions. Geographical expansion is another significant aspect of the market, with North America and Europe currently holding substantial market shares, while Asia Pacific is poised for significant growth in the coming years due to increasing urbanization and infrastructure development. This report provides a detailed analysis of the rapidly expanding Ultra-High Definition (UHD) video surveillance market, projecting significant growth to over $7 billion by 2028. We delve into market segmentation, competitive landscapes, key trends, and future projections, offering invaluable insights for industry stakeholders. Keywords: UHD surveillance, 4K security cameras, video analytics, IP cameras, CCTV, smart security, commercial security, residential security.

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.

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.

Stay updated with Market Research Intellect's Ultra Low Latency Video Streaming Market Report, valued at USD 2.5 billion in 2024, projected to reach USD 6.8 billion by 2033 with a CAGR of 14.8% (2026-2033).

This is a dataset for a video super-resolution task. The dataset contains the most complex content for the restoration task: faces, text, QR-codes, car numbers, unpatterned textures, small details. Videos include different types of motion and different types of degradation: bicubic interpolation (BI) and Gaussian blurring and downsampling (BD). The resolution of all input video sequences is 480x320.

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

The ultra-low latency video goggle market is experiencing robust growth, driven by increasing adoption in professional and consumer applications. The market size in 2025 is estimated at $500 million, projecting a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This significant expansion is fueled by several key factors. Advancements in display technology, leading to sharper images and lower latency, are a major catalyst. The rising popularity of drone racing, first-person view (FPV) flying, and virtual reality (VR) gaming are boosting consumer demand. Furthermore, the professional sector, including industrial inspection, search and rescue operations, and military applications, is increasingly adopting ultra-low latency video goggles for their enhanced situational awareness capabilities. Companies like Fat Shark, Eachine, and DJI are key players, constantly innovating to improve image quality, reduce latency, and enhance user experience. Despite the positive growth trajectory, certain challenges exist. High initial investment costs can be a barrier to entry for some consumers. Furthermore, technological limitations, such as power consumption and weight of the devices, are areas that require ongoing development. Competition among manufacturers is fierce, demanding continuous innovation and cost optimization to maintain market share. However, given the substantial growth potential across various sectors, the ultra-low latency video goggle market is poised for significant expansion in the coming years, with a projected market value exceeding $1.5 billion by 2033.

The Vimeo-90K is a large-scale high-quality video dataset for lower-level video processing. It proposes three different video processing tasks: frame interpolation, video denoising/deblocking, and video super-resolution.

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.

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.