Latest Articles for Data Compression

Exploring the balance between model compression and trustworthiness in AI.

A look at efficient data compression and retrieval methods.

A study on deep learning's impact on point cloud compression and texture quality.

This study assesses MPEG and JPEG Pleno methods for compressing point clouds.

D'OH offers new ways to represent signals efficiently.

New method enhances 3D data compression while maintaining quality.

Innovative methods for training models using compressed text.

CodecNeRF improves 3D representations with fast encoding and high-quality images.

A look into the advantages of meshlet compression for rendering in graphics.

A study on the effectiveness of quality metrics for point clouds.

A method to enhance color control in AI-generated images without retraining models.

A new method for compressing datasets efficiently using self-supervised learning.

New techniques improve data handling in microscopy without losing detail.

FOOL method improves satellite data transfer by reducing size while preserving quality.

A new approach enhances hyperspectral image compression onboard satellites using less power.

Balancing quality and size in image and audio compression.

Exploring the role of deep learning in improving video compression techniques.

Learn how vector quantization enhances recommender systems' efficiency and personalization.

Efficiently managing large data through low-rank tensor-train approximation techniques.

Exploring the role of string attractors in bi-infinite words.

A new method for compressing CNNs while maintaining accuracy for efficient image processing.

A new audio codec offering high-quality compression and rich semantic content.

A new method to improve memory usage in language models.

New methods improve texture compression for graphics efficiency and quality.

Discover the latest trends in visual data processing and coding.

A new method for efficient video compression that improves quality and reduces file size.

Research on optimizing deep learning models with sparsity and quantization techniques.

UniCompress improves medical image storage and transmission with advanced AI techniques.

CV-VAE improves video generation efficiency and quality in existing models.

New CCSO technique improves video coding efficiency and visual quality.

Reducing storage needs while maintaining image quality through innovative quantization methods.

This article explores improvements in sparse autoencoders and their impact on language understanding.

Discover how CMC-Bench is transforming image compression techniques.

Learn how matrix sketching simplifies large datasets.

New benchmark tool assesses discrete audio tokens for various speech processing tasks.

Research outlines techniques to improve efficiency in serving LoRA adapters.

CALDERA offers efficient model compression while preserving performance for limited-resource environments.

GPTQT enhances efficiency and performance in large language model quantization, making AI more accessible.

New method improves efficiency in lossless image compression for binary images.

ISQuant offers a new approach to quantization for efficient model deployment.