activity
20182023
most citedKnowledge Distillation from A Stronger Teacher

96 citations · 580 across the 59 of their papers we have counts for

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Showing 2023Show all

11 papers · 1 filter

eess.IV2023★ 2 cited

Bloch Equation Enables Physics-informed Neural Network in Parametric Magnetic Resonance Imaging

Qingrui Cai, Liuhong Zhu, Jianjun Zhou +3

Magnetic resonance imaging (MRI) is an important non-invasive imaging method in clinical diagnosis. Beyond the common image structures, parametric imaging can provide the intrinsic…

cs.CV2023★ 1 cited

CoNe: Contrast Your Neighbours for Supervised Image Classification

Mingkai Zheng, Shan You, Lang Huang +5

Image classification is a longstanding problem in computer vision and machine learning research. Most recent works (e.g. SupCon , Triplet, and max-margin) mainly focus on grouping…

cs.CV2023

SimMatchV2: Semi-Supervised Learning with Graph Consistency

Mingkai Zheng, Shan You, Lang Huang +4

Semi-Supervised image classification is one of the most fundamental problem in computer vision, which significantly reduces the need for human labor. In this paper, we introduce a…

cs.LG2023★ 14 cited

Can Large Language Models Empower Molecular Property Prediction?

Chen Qian, Huayi Tang, Zhirui Yang +2

Molecular property prediction has gained significant attention due to its transformative potential in multiple scientific disciplines. Conventionally, a molecule graph can be repre…

cs.CV2023

DNA-Rendering: A Diverse Neural Actor Repository for High-Fidelity Human-centric Rendering

Wei Cheng, Ruixiang Chen, Wanqi Yin +18

Realistic human-centric rendering plays a key role in both computer vision and computer graphics. Rapid progress has been made in the algorithm aspect over the years, yet existing…

cs.CV2023★ 5 cited

RenderMe-360: A Large Digital Asset Library and Benchmarks Towards High-fidelity Head Avatars

Dongwei Pan, Long Zhuo, Jingtan Piao +13

Synthesizing high-fidelity head avatars is a central problem for computer vision and graphics. While head avatar synthesis algorithms have advanced rapidly, the best ones still fac…

cs.CV2023★ 20 cited

Knowledge Diffusion for Distillation

Tao Huang, Yuan Zhang, Mingkai Zheng +4

The representation gap between teacher and student is an emerging topic in knowledge distillation (KD). To reduce the gap and improve the performance, current methods often resort…

cs.LG2023★ 16 cited

Can GPT-4 Perform Neural Architecture Search?

Mingkai Zheng, Xiu Su, Shan You +4

We investigate the potential of GPT-4~\cite{gpt4} to perform Neural Architecture Search (NAS) -- the task of designing effective neural architectures. Our proposed approach, \textb…

cs.CV2023★ 2 cited

SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modeling

Zhitao Yang, Zhongang Cai, Haiyi Mei +12

Synthetic data has emerged as a promising source for 3D human research as it offers low-cost access to large-scale human datasets. To advance the diversity and annotation quality o…

cs.CV2023★ 5 cited

OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation

Tong Wu, Jiarui Zhang, Xiao Fu +9

Recent advances in modeling 3D objects mostly rely on synthetic datasets due to the lack of large-scale realscanned 3D databases. To facilitate the development of 3D perception, re…

quant-ph2023★ 4 cited

Information scrambling and entanglement in quantum approximate optimization algorithm circuits

Chen Qian, Wei-Feng Zhuang, Rui-Cheng Guo +2

Variational quantum algorithms, which consist of optimal parameterized quantum circuits, are promising for demonstrating quantum advantages in the noisy intermediate-scale quantum…