1 code implementation • ECCV 2020 • Ning Li, Yongqiang Zhao, Quan Pan, Seong G. Kong, Jonathan Cheung-Wai Chan
Zero-distribution prior embodies the zero-distribution of Angle of Polarization (AoP) of a road scene image, which provides a significant contrast between the road and the background.
no code implementations • 19 May 2025 • Zhou He, Ning li, Ning Ran, Liang Li
Scheduling is a key decision-making process to improve the performance of flexible manufacturing systems.
no code implementations • 23 Apr 2025 • Ning li, Antai Andy Liu, Jingran Zhang, Justin Cui
Dataset distillation has demonstrated remarkable effectiveness in high-compression scenarios for image datasets.
no code implementations • 23 Apr 2025 • Yingxuan Yang, Huacan Chai, Yuanyi Song, Siyuan Qi, Muning Wen, Ning li, Junwei Liao, Haoyi Hu, Jianghao Lin, Gaowei Chang, Weiwen Liu, Ying Wen, Yong Yu, Weinan Zhang
We expect this work to serve as a practical reference for both researchers and engineers seeking to design, evaluate, or integrate robust communication infrastructures for intelligent agents.
no code implementations • 16 Apr 2025 • Songping Wang, Yueming Lyu, Shiqi Liu, Ning li, Tong Tong, Hao Sun, Caifeng Shan
The rise of customized diffusion models has spurred a boom in personalized visual content creation, but also poses risks of malicious misuse, severely threatening personal privacy and copyright protection.
1 code implementation • 11 Apr 2025 • Zheng Zhang, Ning li, Qi Liu, Rui Li, Weibo Gao, Qingyang Mao, Zhenya Huang, Baosheng Yu, DaCheng Tao
By referencing this external knowledge, RAG effectively reduces the generation of factually incorrect content and addresses hallucination issues within LLMs.
no code implementations • 9 Apr 2025 • Ning li, Jingran Zhang, Justin Cui
OpenAI's multimodal GPT-4o has demonstrated remarkable capabilities in image generation and editing, yet its ability to achieve world knowledge-informed semantic synthesis--seamlessly integrating domain knowledge, contextual reasoning, and instruction adherence--remains unproven.
1 code implementation • 6 Apr 2025 • Ning li, Jingran Zhang, Justin Cui
In this study, we evaluate both proprietary and open-source LLMs on their ability to respond with relevant research papers and accurate links to articles hosted on the arXiv platform, based on high level prompts.
no code implementations • 16 Mar 2025 • Ning li, Wenming Deng, Jiatan Chen
This research addresses the growing need to measure and understand AI literacy in the context of generative AI technologies.
1 code implementation • CVPR 2025 • Chaocan Xue, Bineng Zhong, Qihua Liang, Yaozong Zheng, Ning li, Yuanliang Xue, Shuxiang Song
Based on this observation, we propose a similarity-guided layer adaptation approach to optimize the structure of ViTs.
1 code implementation • 27 Feb 2025 • Jinghao Xin, Zhichao Liang, Zihuan Zhang, Peng Wang, Ning li
Deep Reinforcement Learning (DRL) has demonstrated potential in addressing robotic local planning problems, yet its efficacy remains constrained in highly unstructured and dynamic environments.
1 code implementation • 18 Dec 2024 • Jinxia Xie, Bineng Zhong, Qihua Liang, Ning li, Zhiyi Mo, Shuxiang Song
To alleviate the above issues, we propose a simple yet robust tracker that separates temporal information learning from appearance modeling and extracts temporal relations from a set of representative tokens rather than several images (or features).
no code implementations • 17 Dec 2024 • Junda Wang, Minghui Hu, Ning li, Abdulaziz Al-Ali, Ponnuthurai Nagaratnam Suganthan
To alleviate these drawbacks and achieve progressive immediate decision-making, we propose a novel Incremental Online Learning (IOL) process of Randomized Neural Networks (Randomized NN), a framework facilitating continuous improvements to Randomized NN performance in restrictive online scenarios.
no code implementations • 5 Dec 2024 • Meiling Huang, Ming Jin, Ning li
This framework elucidates how AI shifts the locus of creative advantage from specialized expertise to broader cognitive adaptability.
no code implementations • 29 Oct 2024 • Ning li, Lezhi Li
The conditions corresponding to the higher order vanishing moment of the seed sequence wavelet function are also given in this article.
1 code implementation • 21 Oct 2024 • Yun He, Di Jin, Chaoqi Wang, Chloe Bi, Karishma Mandyam, Hejia Zhang, Chen Zhu, Ning li, Tengyu Xu, Hongjiang Lv, Shruti Bhosale, Chenguang Zhu, Karthik Abinav Sankararaman, Eryk Helenowski, Melanie Kambadur, Aditya Tayade, Hao Ma, Han Fang, Sinong Wang
To address this gap, we introduce Multi-IF, a new benchmark designed to assess LLMs' proficiency in following multi-turn and multilingual instructions.
1 code implementation • 13 Oct 2024 • Yanlin Zhang, Ning li, Quan Gan, Weinan Zhang, David Wipf, Minjie Wang
But despite this potential, evaluations thus far are primarily based on the end performance of a complete ML pipeline, providing limited insight into precisely how LLMs behave relative to human experts in feature engineering.
no code implementations • 13 Oct 2024 • Weinan Zhang, Junwei Liao, Ning li, Kounianhua Du, Jianghao Lin
Information state refers to a particular information context that the user is right in within a dynamic environment, encompassing not only the acquired information items but also real-time user preferences, contextual factors, and decision-making processes.
no code implementations • 25 Sep 2024 • Xin Yuan, Ning li, Quan Chen, Wenchao Xu, Zhaoxin Zhang, Song Guo
Thus, the model split inference is proposed to improve the performance of edge intelligence, in which the AI model is divided into different sub models and the resource-intensive sub model is offloaded to edge server wirelessly for reducing resource requirements and inference latency.
no code implementations • 11 Sep 2024 • Ning li, Lezhi Li
In this paper, an orthogonal mode decomposition method is proposed to decompose ffnite length real signals on both the real and imaginary axes of the complex plane.
no code implementations • 29 Aug 2024 • Ziyan Cui, Ning li, Huaikang Zhou
Artificial Intelligence (AI) is increasingly being integrated into scientific research, particularly in the social sciences, where understanding human behavior is critical.
1 code implementation • 15 Aug 2024 • Wei Pang, Ruixue Duan, Jinfu Yang, Ning li
GuessWhich is an engaging visual dialogue game that involves interaction between a Questioner Bot (QBot) and an Answer Bot (ABot) in the context of image-guessing.
no code implementations • 13 Aug 2024 • Wei Pang, Ruixue Duan, Jinfu Yang, Ning li
MDST captures each round of dialog history, constructing internal dialogue state representations defined as 2-tuples of vision-language representations.
no code implementations • 9 Aug 2024 • Ning li, Huaikang Zhou, Mingze Xu
This study explores the potential of Large Language Models (LLMs), specifically GPT-4, to enhance objectivity in organizational task performance evaluations.
no code implementations • 28 May 2024 • Ning li, Huaikang Zhou, Kris Mikel-Hong
Recent advancements in generative artificial intelligence (AI) have transformed collaborative work processes, yet the impact on team performance remains underexplored.
no code implementations • 23 May 2024 • Lei Zheng, Ning li, Yanhuan Huang, Ruiwen Xu, Weinan Zhang, Yong Yu
In LIFT, the context of a target user's interaction is represented based on i) his own past behaviors and ii) the past and future behaviors of the retrieved similar interactions from other users.
1 code implementation • 28 Apr 2024 • Minjie Wang, Quan Gan, David Wipf, Zhenkun Cai, Ning li, Jianheng Tang, Yanlin Zhang, Zizhao Zhang, Zunyao Mao, Yakun Song, Yanbo Wang, Jiahang Li, Han Zhang, Guang Yang, Xiao Qin, Chuan Lei, Muhan Zhang, Weinan Zhang, Christos Faloutsos, Zheng Zhang
Although RDBs store vast amounts of rich, informative data spread across interconnected tables, the progress of predictive machine learning models as applied to such tasks arguably falls well behind advances in other domains such as computer vision or natural language processing.
no code implementations • 24 Apr 2024 • Lei Zheng, Ning li, Weinan Zhang, Yong Yu
Current recommendation systems are significantly affected by a serious issue of temporal data shift, which is the inconsistency between the distribution of historical data and that of online data.
no code implementations • 21 Mar 2024 • Zhao He, Maxim S. Elizarov, Ning li, Fei Xiang, Andrea Fratalocchi
Quantum artificial intelligence is a frontier of artificial intelligence research, pioneering quantum AI-powered circuits to address problems beyond the reach of deep learning with classical architectures.
no code implementations • 12 Mar 2024 • Shiqi Jiang, Ning li, Chen Shi, Liping Guo, Changbo Wang, Chenhui Li
To solve this problem, we construct an aesthetics assessment dataset of children's paintings and a model based on self-supervised learning.
no code implementations • 9 Jan 2024 • Jiajun Liu, Siyuan Wang, Guangming Zhu, Liang Zhang, Ning li, Eryang Gao
We explore the performance of the model, including using styles randomly sampled from a prior normal distribution to generate images with various free-hand sketching styles, disentangling the painters' styles from known free-hand sketches to generate images with specific styles, and generating images of unknown classes that are not in the training set.
no code implementations • 8 Jan 2024 • Qi Wang, Fengchao Zhu, Guangming Zhu, Liang Zhang, Ning li, Eryang Gao
Gesture recognition is an indispensable component of natural and efficient human-computer interaction technology, particularly in desktop-level applications, where it can significantly enhance people's productivity.
1 code implementation • 6 Jan 2024 • Liangtao Shi, Bineng Zhong, Qihua Liang, Ning li, Shengping Zhang, Xianxian Li
Specifically, we utilize spatio-temporal tokens to propagate information between consecutive frames without focusing on updating templates.
no code implementations • CVPR 2024 • Wenfeng Song, Xinyu Zhang, Shuai Li, Yang Gao, Aimin Hao, Xia Hou, Chenglizhao Chen, Ning li, Hong Qin
To date the quest to rapidly and effectively produce human-object interaction (HOI) animations directly from textual descriptions stands at the forefront of computer vision research.
1 code implementation • CVPR 2024 • Wenfeng Song, Xingliang Jin, Shuai Li, Chenglizhao Chen, Aimin Hao, Xia Hou, Ning li, Hong Qin
Our MCM-LDM's cornerstone lies in its ability first to disentangle and then intricately weave together motion's tripartite components: motion trajectory motion content and motion style.
no code implementations • 27 Dec 2023 • Xin Yuan, Ning li, Kang Wei, Wenchao Xu, Quan Chen, Hao Chen, Song Guo
The model segmentation without user mobility has been investigated deeply by previous works.
no code implementations • 26 Dec 2023 • Xin Yuan, Ning li, Tuo Zhang, Muqing Li, YuWen Chen, Jose Fernan Martinez Ortega, Song Guo
Specifically, when the mobile user has a large model inference task needed to be calculated in the NOMA-based MEC, it will take the energy consumption of both device and edge server and the inference latency into account to find the optimal model split strategy, subchannel allocation strategy (uplink and downlink), and transmission power allocation strategy (uplink and downlink).
no code implementations • 19 Oct 2023 • Jinglei Hao, Wukai Li, Binglu Wang, Shunzhou Wang, Yuting Lu, Ning li, Yongqiang Zhao
Backprojection networks have achieved promising super-resolution performance for nature images but not well be explored in the remote sensing image super-resolution (RSISR) field due to the high computation costs.
1 code implementation • 20 Aug 2023 • Jinghao Xin, Zhi Li, Yang Zhang, Ning li
Particle Swarm Optimization (PSO) has demonstrated efficacy in addressing static path planning problems.
2 code implementations • 31 May 2023 • Zhenglai Li, Chang Tang, Xinwang Liu, Xingchen Hu, Xianju Li, Ning li, Changdong Li
Finally, the hard region aware features extracted from the online hard region estimation branch and multi-level temporal difference features are aggregated into a unified feature representation to improve the accuracy of CD.
1 code implementation • 7 May 2023 • Jinghao Xin, Jinwoo Kim, Zhi Li, Ning li
Meanwhile, the Sparrow simulator utilizes a 2D grid-based world, simplified kinematics, and conversion-free data flow to achieve a lightweight design.
Ranked #1 on
Atari Games
on Atari 2600 Pong
no code implementations • 8 Mar 2023 • Huaqing Wang, Junfeng Jing, Ning li, Weichuan Zhang, Chao Liu
In this work, the capability of the Gabor function to discriminate the intensity changes of step edges, L-shaped corners, Y-shaped or T-shaped corners, X-shaped corners, and star-shaped corners are investigated.
1 code implementation • ICCV 2023 • Zhenwei Zhu, Liying Yang, Ning li, Chaohao Jiang, Yanyan Liang
We empirically demonstrate on ShapeNet and confirm that our decoupled learning method is adaptable for unstructured multiple images.
Ranked #2 on
3D Object Reconstruction
on Data3D−R2N2
no code implementations • 18 Feb 2023 • Hao Li, Li Li, Yunmeng Huang, Ning li, Yongtao Zhang
Few-shot learning (FSL) requires a model to classify new samples after learning from only a few samples.
no code implementations • 16 Feb 2023 • Malte J. Rasch, Charles Mackin, Manuel Le Gallo, An Chen, Andrea Fasoli, Frederic Odermatt, Ning li, S. R. Nandakumar, Pritish Narayanan, Hsinyu Tsai, Geoffrey W. Burr, Abu Sebastian, Vijay Narayanan
Analog in-memory computing (AIMC) -- a promising approach for energy-efficient acceleration of deep learning workloads -- computes matrix-vector multiplications (MVMs) but only approximately, due to nonidealities that often are non-deterministic or nonlinear.
1 code implementation • 13 Jan 2023 • Yudong Pan, Ning li, Yangsong Zhang, Peng Xu, Dezhong Yao
This study substantiates the feasibility of the proposed method to extend the data length for short-time SSVEP signals for developing a high-performance BCI system.
no code implementations • 9 Nov 2022 • Ning li, YuXuan Li, Jichao Jiao
Therefore, this paper proposes a multimodal remote sensing image registration method based on adaptive multi-scale PIIFD(AM-PIIFD).
1 code implementation • 4 Nov 2022 • Zhenwei Zhu, Liying Yang, Xuxin Lin, Chaohao Jiang, Ning li, Lin Yang, Yanyan Liang
Deep learning technology has made great progress in multi-view 3D reconstruction tasks.
no code implementations • 3 Oct 2022 • Dongqiang Yang, Ning li, Li Zou, Hongwei Ma
To improve vector space models in deriving semantic similarity, we post-process neural word embeddings through deep metric learning, through which we can inject lexical-semantic relations, including syn/antonymy and hypo/hypernymy, into a distributional space.
no code implementations • 30 Sep 2022 • Dongqiang Yang, Pikun Wang, Xiaodong Sun, Ning li
By comparing various Vector Space Models in detecting synonyms in TOEFL, we systematically study the salience of syntactic dependencies in accounting for distributional similarity.
no code implementations • 14 Jul 2022 • Geethan Karunaratne, Michael Hersche, Jovin Langenegger, Giovanni Cherubini, Manuel Le Gallo-Bourdeau, Urs Egger, Kevin Brew, Sam Choi, INJO OK, Mary Claire Silvestre, Ning li, Nicole Saulnier, Victor Chan, Ishtiaq Ahsan, Vijay Narayanan, Luca Benini, Abu Sebastian, Abbas Rahimi
We demonstrate for the first time how the EM unit can physically superpose multiple training examples, expand to accommodate unseen classes, and perform similarity search during inference, using operations on an IMC core based on phase-change memory (PCM).
no code implementations • 13 May 2022 • Deqing Zhai, Xiuju Fu, Xiao Feng Yin, Haiyan Xu, Wanbing Zhang, Ning li
In this study, a probability density-based approach for constructing trajectories is proposed and validated through an typical use-case application: Estimated Time of Arrival (ETA) prediction given origin-destination pairs.
no code implementations • 8 Apr 2022 • Deqing Zhai, Xiuju Fu, Xiao Feng Yin, Haiyan Xu, Wanbing Zhang, Ning li
In this study, a novel coordinative scheduling optimization approach is proposed to enhance port efficiency by reducing average wait time and turnaround time.
no code implementations • 8 Apr 2022 • Deqing Zhai, Xiuju Fu, Xiao Feng Yin, Haiyan Xu, Wanbing Zhang, Ning li
In this study, a novel coordinative scheduling optimization approach is proposed to enhance port efficiency by reducing weighted average turnaround time.
no code implementations • 8 Jan 2022 • Ling-Hao Chen, He Li, Wanyuan Zhang, Jianbin Huang, Xiaoke Ma, Jiangtao Cui, Ning li, Jaesoo Yoo
It remains a challenging task to jointly consider all different kinds of interactions and detect anomalous instances on multi-view attributed networks.
no code implementations • 26 Oct 2021 • Rongyuan Wu, Yongqiang Zhao, Ning li, Seong G. Kong
Division-of-focal-plane (DoFP) polarization imaging technical recently has been applied in many fields.
1 code implementation • 21 Jul 2021 • Ning li, Kaitao Jiang, Zhiheng Ma, Xing Wei, Xiaopeng Hong, Yihong Gong
Anomaly detection plays a key role in industrial manufacturing for product quality control.
Ranked #69 on
Anomaly Detection
on MVTec AD
no code implementations • 16 Feb 2021 • Ning li, Tao Li, Chunyu Hu, Kai Wang, Hong Kang
In ophthalmology, early fundus screening is an economic and effective way to prevent blindness caused by ophthalmic diseases.
1 code implementation • 7 Jan 2021 • Aite Zhao, Jianbo Li, Junyu Dong, Lin Qi, Qianni Zhang, Ning li, Xin Wang, Huiyu Zhou
In recent years, single modality based gait recognition has been extensively explored in the analysis of medical images or other sensory data, and it is recognised that each of the established approaches has different strengths and weaknesses.
2 code implementations • 7 Nov 2020 • Ning li, Bethany Keller, Mark Butler, Daniel Cer
We explore using T5 (Raffel et al. (2019)) to directly translate natural language questions into SQL statements.
no code implementations • 19 Oct 2020 • Long Chen, Feixiang Zhou, Shengke Wang, Junyu Dong, Ning li, Haiping Ma, Xin Wang, Huiyu Zhou
Moreover, inspired by the human education process that drives the learning from easy to hard concepts, we here propose the CMA training paradigm that first trains a clean detector which is free from the influence of noisy data.
1 code implementation • 28 Apr 2020 • Felipe Oviedo, Zekun Ren, Xue Hansong, Siyu Isaac Parker Tian, Kaicheng Zhang, Mariya Layurova, Thomas Heumueller, Ning li, Erik Birgersson, Shijing Sun, Benji Mayurama, Ian Marius Peters, Christoph J. Brabec, John Fisher III, Tonio Buonassisi
Novel photovoltaics, such as perovskites and perovskite-inspired materials, have shown great promise due to high efficiency and potentially low manufacturing cost.
Applied Physics
no code implementations • 10 Sep 2019 • Martin Shepperd, Yuchen Guo, Ning li, Mahir Arzoky, Andrea Capiluppi, Steve Counsell, Giuseppe Destefanis, Stephen Swift, Allan Tucker, Leila Yousefi
Objective: We investigate the incidence of errors in a sample of machine learning experiments in the domain of software defect prediction.
no code implementations • 9 Sep 2019 • Jie Fu, Xinran Zhong, Ning li, Ritchell Van Dams, John Lewis, Kyunghyun Sung, Ann C. Raldow, Jing Jin, X. Sharon Qi
The model built with handcrafted features achieved the mean area under the ROC curve (AUC) of 0. 64, while the one built with DL-based features yielded the mean AUC of 0. 73.
1 code implementation • 6 Sep 2018 • Ning li, Sai Kumar Arava, Chen Dong, Zhenyu Yan, Abhishek Pani
Customers are usually exposed to online digital advertisement channels, such as email marketing, display advertising, paid search engine marketing, along their way to purchase or subscribe products( aka.
1 code implementation • CVPR 2018 • Chao Li, Cheng Deng, Ning li, Wei Liu, Xinbo Gao, DaCheng Tao
In addition, we harness a self-supervised semantic network to discover high-level semantic information in the form of multi-label annotations.
no code implementations • 14 Dec 2017 • Ning Li, Haopeng Liu, Bin Qiu, Wei Guo, Shijun Zhao, Kungang Li, Jie He
This paper proposes a novel and efficient method to build a Computer-Aided Diagnoses (CAD) system for lung nodule detection based on Computed Tomography (CT).