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Papers Video Compression

“Video Compression” 태그가 달린 논문 496편 · 필터 해제

Spatial Decomposition and Temporal Fusion based Inter Prediction for Learned Video Compression

2024-01-29 · Xihua Sheng, Li Li, Dong Liu, Houqiang Li

Video compression performance is closely related to the accuracy of inter prediction. It tends to be difficult to obtain accurate inter prediction for the local video regions with inconsistent motion and occlusion. Tradi…

Motion EstimationMS-SSIMPredictionSSIM+1

ColorVideoVDP: A visual difference predictor for image, video and display distortions

2024-01-21 · Rafal K. Mantiuk, Param Hanji, Maliha Ashraf, Yuta Asano 외

ColorVideoVDP is a video and image quality metric that models spatial and temporal aspects of vision, for both luminance and color. The metric is built on novel psychophysical models of chromatic spatiotemporal contrast …

Video Compression

Explaining the Implicit Neural Canvas: Connecting Pixels to Neurons by Tracing their Contributions

2024-01-18 · CVPR 2024 1 · Namitha Padmanabhan, Matthew Gwilliam, Pulkit Kumar, Shishira R Maiya 외

The many variations of Implicit Neural Representations (INRs), where a neural network is trained as a continuous representation of a signal, have tremendous practical utility for downstream tasks including novel view syn…

Image Super-ResolutionNovel View SynthesisSuper-ResolutionVideo Compression

Motion Guided Token Compression for Efficient Masked Video Modeling

2024-01-10 · Yukun Feng, Yangming Shi, Fengze Liu, Tan Yan

Recent developments in Transformers have achieved notable strides in enhancing video comprehension. Nonetheless, the O($N^2$) computation complexity associated with attention mechanisms presents substantial computational…

Video CompressionVideo Recognition

NU-Class Net: A Novel Approach for Video Quality Enhancement

2024-01-02 · Parham Zilouchian Moghaddam, Mehdi Modarressi, Mohammad Amin Sadeghi

Video content has experienced a surge in popularity, asserting its dominance over internet traffic and Internet of Things (IoT) networks. Video compression has long been regarded as the primary means of efficiently manag…

DecoderVideo Compression

Combining Frame and GOP Embeddings for Neural Video Representation

2024-01-01 · CVPR 2024 1 · Jens Eirik Saethre, Roberto Azevedo, Christopher Schroers

Implicit neural representations (INRs) were recently proposed as a new video compression paradigm with existing approaches performing on par with HEVC. However such methods only perform well in limited settings e.g. …

Video Compression

MaskCRT: Masked Conditional Residual Transformer for Learned Video Compression

2023-12-25 · Yi-Hsin Chen, Hong-Sheng Xie, Cheng-Wei Chen, Zong-Lin Gao 외

Conditional coding has lately emerged as the mainstream approach to learned video compression. However, a recent study shows that it may perform worse than residual coding when the information bottleneck arises. Conditio…

MS-SSIMSSIMVideo Compression

Comparative Study of Hardware and Software Power Measurements in Video Compression

2023-12-19 · Angeliki Katsenou, Xinyi Wang, Daniel Schien, David Bull

The environmental impact of video streaming services has been discussed as part of the strategies towards sustainable information and communication technologies. A first step towards that is the energy profiling and asse…

Video Compression

A Computationally Efficient Neural Video Compression Accelerator Based on a Sparse CNN-Transformer Hybrid Network

2023-12-17 · Siyu Zhang, Wendong Mao, Huihong Shi, Zhongfeng Wang

Video compression is widely used in digital television, surveillance systems, and virtual reality. Real-time video decoding is crucial in practical scenarios. Recently, neural video compression (NVC) combines traditional…

Video Compression

Geometry-Corrected Geodesic Motion Modeling with Per-Frame Camera Motion for 360-Degree Video Compression

2023-12-14 · Andy Regensky, André Kaup

The large amounts of data associated with 360-degree video require highly effective compression techniques for efficient storage and distribution. The development of improved motion models for 360-degree motion compensat…

Motion CompensationVideo Compression

Deep Hierarchical Video Compression

2023-12-12 · Ming Lu, Zhihao Duan, Fengqing Zhu, Zhan Ma

Recently, probabilistic predictive coding that directly models the conditional distribution of latent features across successive frames for temporal redundancy removal has yielded promising results. Existing methods usin…

Video Compression

C3: High-performance and low-complexity neural compression from a single image or video

2023-12-05 · CVPR 2024 1 · Hyunjik Kim, Matthias Bauer, Lucas Theis, Jonathan Richard Schwarz 외

Most neural compression models are trained on large datasets of images or videos in order to generalize to unseen data. Such generalization typically requires large and expressive architectures with a high decoding compl…

Video Compression

Accelerating Learnt Video Codecs with Gradient Decay and Layer-wise Distillation

2023-12-05 · Tianhao Peng, Ge Gao, Heming Sun, Fan Zhang 외

In recent years, end-to-end learnt video codecs have demonstrated their potential to compete with conventional coding algorithms in term of compression efficiency. However, most learning-based video compression models ar…

DecoderVideo Compression

Bitstream Organization for Parallel Entropy Coding on Neural Network-based Video Codecs

2023-12-01 · Amir Said, Hoang Le, Farzad Farhadzadeh

Video compression systems must support increasing bandwidth and data throughput at low cost and power, and can be limited by entropy coding bottlenecks. Efficiency can be greatly improved by parallelizing coding, which c…

Video Compression

Implicit-explicit Integrated Representations for Multi-view Video Compression

2023-11-29 · Chen Zhu, Guo Lu, Bing He, Rong Xie 외

With the increasing consumption of 3D displays and virtual reality, multi-view video has become a promising format. However, its high resolution and multi-camera shooting result in a substantial increase in data volume, …

Video Compression

Coordinate-Aware Modulation for Neural Fields

2023-11-25 · Joo Chan Lee, Daniel Rho, Seungtae Nam, Jong Hwan Ko 외

Neural fields, mapping low-dimensional input coordinates to corresponding signals, have shown promising results in representing various signals. Numerous methodologies have been proposed, and techniques employing MLPs an…

Novel View SynthesisVideo Compression

Deep Learning-Based Real-Time Quality Control of Standard Video Compression for Live Streaming

2023-11-21 · Matin Mortaheb, Mohammad A. Amir Khojastepour, Srimat T. Chakradhar, Sennur Ulukus

Ensuring high-quality video content for wireless users has become increasingly vital. Nevertheless, maintaining a consistent level of video quality faces challenges due to the fluctuating encoded bitrate, primarily cause…

QuantizationVideo Compression

Blurry Video Compression: A Trade-off between Visual Enhancement and Data Compression

2023-11-08 · Dawit Mureja Argaw, Junsik Kim, In So Kweon

Existing video compression (VC) methods primarily aim to reduce the spatial and temporal redundancies between consecutive frames in a video while preserving its quality. In this regard, previous works have achieved remar…

Data CompressionVideo Compression

Perceptual Quality Improvement in Videoconferencing using Keyframes-based GAN

2023-11-07 · Lorenzo Agnolucci, Leonardo Galteri, Marco Bertini, Alberto del Bimbo

In the latest years, videoconferencing has taken a fundamental role in interpersonal relations, both for personal and business purposes. Lossy video compression algorithms are the enabling technology for videoconferencin…

Video Compression

VCISR: Blind Single Image Super-Resolution with Video Compression Synthetic Data

2023-11-02 · Boyang Wang, Bowen Liu, Shiyu Liu, Fengyu Yang

In the blind single image super-resolution (SISR) task, existing works have been successful in restoring image-level unknown degradations. However, when a single video frame becomes the input, these works usually fail to…

Image CompressionImage Quality AssessmentImage Super-ResolutionNo-Reference Image Quality Assessment+3
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