Search Results for author: Xinjie Zhang

Found 9 papers, 4 papers with code

GaussianImage: 1000 FPS Image Representation and Compression by 2D Gaussian Splatting

no code implementations13 Mar 2024 Xinjie Zhang, Xingtong Ge, Tongda Xu, Dailan He, Yan Wang, Hongwei Qin, Guo Lu, Jing Geng, Jun Zhang

Implicit neural representations (INRs) recently achieved great success in image representation and compression, offering high visual quality and fast rendering speeds with 10-1000 FPS, assuming sufficient GPU resources are available.

Quantization

Content-aware Masked Image Modeling Transformer for Stereo Image Compression

no code implementations13 Mar 2024 Xinjie Zhang, Shenyuan Gao, Zhening Liu, Jiawei Shao, Xingtong Ge, Dailan He, Tongda Xu, Yan Wang, Jun Zhang

Existing learning-based stereo image codec adopt sophisticated transformation with simple entropy models derived from single image codecs to encode latent representations.

Image Compression

Boosting Neural Representations for Videos with a Conditional Decoder

1 code implementation28 Feb 2024 Xinjie Zhang, Ren Yang, Dailan He, Xingtong Ge, Tongda Xu, Yan Wang, Hongwei Qin, Jun Zhang

Implicit neural representations (INRs) have emerged as a promising approach for video storage and processing, showing remarkable versatility across various video tasks.

Large Language Models Empowered Autonomous Edge AI for Connected Intelligence

no code implementations6 Jul 2023 Yifei Shen, Jiawei Shao, Xinjie Zhang, Zehong Lin, Hao Pan, Dongsheng Li, Jun Zhang, Khaled B. Letaief

The evolution of wireless networks gravitates towards connected intelligence, a concept that envisions seamless interconnectivity among humans, objects, and intelligence in a hyper-connected cyber-physical world.

Code Generation Federated Learning +3

Low-complexity Deep Video Compression with A Distributed Coding Architecture

1 code implementation21 Mar 2023 Xinjie Zhang, Jiawei Shao, Jun Zhang

This has inspired a distributed coding architecture aiming at reducing the encoding complexity.

Motion Estimation Video Compression

Multi-modal Expression Recognition with Ensemble Method

no code implementations17 Mar 2023 Chuanhe Liu, Xinjie Zhang, Xiaolong Liu, Tenggan Zhang, Liyu Meng, Yuchen Liu, Yuanyuan Deng, Wenqiang Jiang

This paper presents our submission to the Expression Classification Challenge of the fifth Affective Behavior Analysis in-the-wild (ABAW) Competition.

Task-Oriented Communication for Edge Video Analytics

1 code implementation25 Nov 2022 Jiawei Shao, Xinjie Zhang, Jun Zhang

With the development of artificial intelligence (AI) techniques and the increasing popularity of camera-equipped devices, many edge video analytics applications are emerging, calling for the deployment of computation-intensive AI models at the network edge.

Informativeness

Communication-Computation Efficient Device-Edge Co-Inference via AutoML

no code implementations30 Aug 2021 Xinjie Zhang, Jiawei Shao, Yuyi Mao, Jun Zhang

Device-edge co-inference, which partitions a deep neural network between a resource-constrained mobile device and an edge server, recently emerges as a promising paradigm to support intelligent mobile applications.

AutoML Feature Compression +1

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