Blog(4)

• A Reinforcement Learning-Based Rate Control for Neural Video Compression

  Past years have witnessed the explosive growth of end-to-end neural video compression (NVC) approaches.

• A Model for Every User and Budget: Label-Free and Personalized Mixed-Precision Quantization

  Research in Automatic Speech Recognition (ASR) continues to show that larger models yield better results. But while state-of-the-art networks continue to grow with billions of parameters, the difficulty of deploying these models on device also increases.

• AI Technology's Foray Into The Enchanting World of Video Compression

  Images and videos have been at the forefront of digital media consumption for a long time. All aspects of video and image capture, transmission, and display have seen leaps of innovation in recent times.

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Research Areas(0)

Publications(40)

• Compress & Cache: Vision token compression for efficient generation and retrieval

  AuthorAdrian Bulat, Yassine Ouali, Georgios Tzimiropoulos

  PublishedNeural Information Processing Systems (NeurIPS)

  Date2025-12-03

• LittleBit: Ultra-Low Bit Quantization via Latent Factorization

  AuthorBanseok Lee, Dongkyu Kim, Youngcheon You, Youngmin Kim

  PublishedNeural Information Processing Systems (NeurIPS)

  Date2025-12-02

• MoDeGPT: Modular Decomposition for Large Language Model Compression

  AuthorChi-Heng Lin, Retiree, Retiree, Retiree, Retiree, Yilin Shen, Hongxia Jin

  PublishedInternational Conference on Learning Representation (ICLR)

  Date2025-01-02

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News(8)

• [Blog] A Reinforcement Learning-Based Rate Control for Neural Video Compression

  Past years have witnessed the explosive growth of end-to-end neural video compression (NVC) approaches. Benefiting from the powerful nonlinear modeling capability of deep neural networks (DNN) and end-to-end optimization with extensive training data, the compression performance of the latest NVC solutions has surpassed that of traditional standards.

• [Blog] 6G AI/ML for Physical-layer: Part II - CSI compression with JSCM

  In modern wireless systems, the efficient acquisition of Channel State Information (CSI) has become increasingly critical, driven by the deployment of massive antenna arrays and the demand for higher spectral efficiency.

• [Blog] Blind Face Video Restoration with Temporal Consistent Generative Prior and Degradation-Aware Prompt

  In real-world scenarios, both face images and videos may suffer from unknown and varied types of degradation, such as down-sampling, noise, blur, and compression.

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Others(1)

• Meet our researchers

  What we do Working at Samsung Research is more than just a job. Find out how our researchers enjoy their work and are passionate about making a positive impact in the world. PlayVideo thumbnail - leehojung AI: Language Understanding Lee Ho-jung PlayVideo thumbnail - leejaewon AI: Speech Recognition Lee Jae-won PlayVideo thumbnail - kimkyungsoo AI: Visual Perception Kim Kyung-su PlayVideo thumbnail - hammyungjoo AI: On-Device AI Software Ham Myung-joo PlayVi...