no code implementations • 14 Mar 2025 • Lingyu Zhu, Xiangrui Zeng, Bolin Chen, Peilin Chen, Yung-Hui Li, Shiqi Wang
By optimizing the rate-distortion-realism trade-off, generative image compression approaches produce detailed, realistic images instead of the only sharp-looking reconstructions produced by rate-distortion-optimized models.
1 code implementation • 9 Mar 2025 • Wei Dai, Peilin Chen, Malinda Lu, Daniel Li, Haowen Wei, Hejie Cui, Paul Pu Liang
To bridge this gap, we introduce Clinical Large-Scale Integrative Multimodal Benchmark (CLIMB), a comprehensive clinical benchmark unifying diverse clinical data across imaging, language, temporal, and graph modalities.
no code implementations • 23 Nov 2024 • Yingwen Zhang, Meng Wang, Xihua Sheng, Peilin Chen, Junru Li, Li Zhang, Shiqi Wang
Lossy image compression networks aim to minimize the latent entropy of images while adhering to specific distortion constraints.
no code implementations • 21 Nov 2024 • Peilin Chen, Xiaohan Fang, Meng Wang, Shiqi Wang, Siwei Ma
The Human Visual System (HVS), with its intricate sophistication, is capable of achieving ultra-compact information compression for visual signals.
1 code implementation • 6 Sep 2024 • Hao Luo, Baoliang Chen, Lingyu Zhu, Peilin Chen, Shiqi Wang
Recent single image-based enhancement methods may not be able to provide consistently desirable restoration performance for all views due to the ignorance of potential feature correspondence among different views.
no code implementations • 3 Feb 2024 • Bolin Chen, Shanzhi Yin, Peilin Chen, Shiqi Wang, Yan Ye
Artificial Intelligence Generated Content (AIGC) is leading a new technical revolution for the acquisition of digital content and impelling the progress of visual compression towards competitive performance gains and diverse functionalities over traditional codecs.
1 code implementation • 2 Feb 2024 • Hanwei Zhu, Xiangjie Sui, Baoliang Chen, Xuelin Liu, Peilin Chen, Yuming Fang, Shiqi Wang
While abundant research has been conducted on improving high-level visual understanding and reasoning capabilities of large multimodal models~(LMMs), their visual quality assessment~(IQA) ability has been relatively under-explored.
no code implementations • 16 Jan 2024 • Yixuan Li, Peilin Chen, Hanwei Zhu, Keyan Ding, Leida Li, Shiqi Wang
The perceptual quality is quantified by the variant Mahalanobis Distance between the inner and outer Shape-Texture Statistics (DSTS), wherein the inner and outer statistics respectively describe the quality fingerprints of the distorted image and natural images.
no code implementations • 2 May 2023 • Xinju Wu, Pingping Zhang, Meng Wang, Peilin Chen, Shiqi Wang, Sam Kwong
The emergence of digital avatars has raised an exponential increase in the demand for human point clouds with realistic and intricate details.
no code implementations • 16 Apr 2023 • Peilin Chen, Hong Wen, Jing Zhang, Fuyu Lv, Zhao Li, Qijie Shen, Wanjie Tao, Ying Zhou, Chao Zhang
Online travel platforms (OTPs), e. g., Ctrip. com or Fliggy. com, can effectively provide travel-related products or services to users.
no code implementations • 29 Nov 2019 • Zhanhao Xiao, Hai Wan, Hankui Hankz Zhuo, Andreas Herzig, Laurent Perrussel, Peilin Chen
Hierarchical Task Network (HTN) planning is showing its power in real-world planning.
no code implementations • 6 Jun 2019 • Peilin Chen, Hai Wan, Shaowei Cai, Weilin Luo, Jia Li
Based on the BLP and DTCC, we develop a local search algorithm named BDCC and improve it by a hyperheuristic strategy.