具身智能
探索大小脑协同架构:由 Agent 规划器拆解任务,以 Agent 原生动作器或 VLA 模型执行动作,并通过环境反馈形成闭环。
研究交流多模态智能
研究视觉与语言等模态的理解和生成,涵盖图像、视频及人体动作等内容。
相关成果科学智能(AI4S)
面向生物分子预测与设计、病毒演化、蛋白质结构和医学影像分析,研究人工智能方法。
相关成果研究成果
按题名、作者、关键词、年份或研究方向,浏览课题组研究成果。
124 项成果 · 2010–2026
2026
23 项成果Unified Granularity Controller for Interactive Segmentation
Switch-UMamba: Dynamic scanning vision Mamba UNet for medical image segmentation
DemoChain: Decoupled Motion-Chain for Multi-Action Video Generation
Antibody-antigen neutralization prediction by integrating structural information distillation and physicochemical constraints
Zero-shot Benchmarking of RNA Language Models in Structural, Functional, and Evolutionary Learning
WaveFormer: Frequency-Time Decoupled Vision Modeling with Wave Equation
ControlPose: High-Fidelity Pose-Controlled Image Generation with Multi-Faceted Pose Disentanglement
BioDynaSpec: Harmonic-Guided Spatio-Spectral Autoregressive Diffusion for Protein Dynamics Generation
RealDyadic: Synthesizing Realistic Dyadic 3D Dialogue with Neural Appearance Priors
Tikhonov-Stabilized Bezier Representation Forecasting for Training-free Diffusion Acceleration
UI2V-Bench: An Understanding-Driven Image-to-video Generation Benchmark
2025
16 项成果Aligning Instance Brownian Bridge with Texts for Open-vocabulary Video Instance Segmentation
A Unified Peptide Generative Framework via a Weakly Order-Dependent Autoregressive Language Model and Lifelong Learning
Oriented-derivative Representation for Boundary-aware Polyp Segmentation
Predicting protein stability changes upon mutations with dual-view ensemble learning from single sequence
Generative prediction of real-world prevalent SARS-CoV-2 mutation with in silico virus evolution
RetinaStereo: Dynamic-Volume Stereo Matching Network
iSegMan: Interactive Segment-and-Manipulate 3D Gaussians
Tune-Your-Style: Intensity-tunable 3D Style Transfer with Gaussian Splatting
Temporal-aware Query Routing for Real-time Video Instance Segmentation
Referent-aligned Training for Unsupervised Interactive Segmentation
2024
19 项成果Dual-Level Masked Semantic Inference for Semi-Supervised Semantic Segmentation
HiCoM: Hierarchical Coherent Motion for Dynamic Streamable Scenes with 3D Gaussian Splatting
Hierarchical Collaboration for Referring Image Segmentation
InterTeach: A Novel Approach for Semi-Supervised Medical Image Segmentation Using Cooperative Teacher-Student Networks
An Organ-aware Diagnosis Framework for Radiology Report Generation
Adaptive Fuzzy Positive Learning for Annotation-Scarce Semantic Segmentation
Textual Grounding for Open-vocabulary Visual Information Extraction in Layout-Diversified Documents
ParCo: Part-Coordinating Text-to-Motion Synthesis
Learning Pseudo 3D Guidance for View-consistent Texturing with 2D Diffusion
Parallel Vertex Diffusion for Unified Visual Grounding
Protein-Ligand Interaction Prior For Binding aware 3D Molecule Diffusion Models
Fine-grained Simulation and Adaptation for Granularity-aware Interactive Segmentation
Model Subject-Driven Generation as Building a Derived Class
Training-Free Transformer Architecture Search With Zero-Cost Proxy Guided Evolution
HARIS: Human-Like Attention for Reference Image Segmentation
2023
23 项成果Fuzzy Positive Learning for Semi-supervised Semantic Segmentation
Out-of-Candidate Rectification for Weakly Supervised Semantic Segmentation
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning
Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning
High-frequency Stereo Matching Network
Text-Video Retrieval with Disentangled Conceptualization and Set-to-Set Alignment
TG-VQA: Ternary Game of Video Question Answering
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation
TopoSeg: Topology-Aware Nuclear Instance Segmentation
LaPE: Layer-adaptive Position Embedding for Vision Transformers with Independent Layer Normalization
Towards Real-World Burst Image Super-Resolution: Benchmark and Method
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
Multi-granularity Interaction Simulation for Unsupervised Interactive Segmentation
Discover and Align Taxonomic Context Priors for Open-world Semi-Supervised Learning
Multiple sequence-alignment-based RNA language model and its application to structural inference
Flexible Alignment Super-Resolution Network for Multi-Contrast Magnetic Resonance Imaging
Weakly-Supervised 3D Spatial Reasoning for Text-based Visual Question Answering
Learnable Blur Kernel for Single-Image Defocus Deblurring in the Wild
Recurrent Fine-Grained Self-Attention Network For Video Crowd Counting
Learning Task-Aligned Mask Query For Instance Segmentation
Two-stage Deep Learning Segmentation for Tiny Brain Regions
Object-Aware Transfer-based Black-box Adversarial Attack on Object Detector
2022
14 项成果Difference in Euclidean Norm Can Cause Semantic Divergence in Batch Normalization
Dual Complementary Prototype Learning for Few-Shot Segmentation
Robust and Hierarchical Spatial Relation Analysis for Traffic Forecasting
CENet: Consolidation-and-Exploration Network for Continuous Domain Adaptation
Locality guidance for improving vision transformers on tiny datasets
Efficient Algorithm and Hardware Architecture for Rate Estimation in Mode Decision of AVS3
Training-free Transformer Architecture Search
Carrying Out CNN Channel Pruning in a White Box
Semi-supervised CT lesion segmentation using uncertainty-based data pairing and SwapMix
2021
12 项成果Memory attention networks for skeleton-based action recognition
Cola: Weakly-supervised temporal action localization with snippet contrastive learning
MIGO-NAS: Towards fast and generalizable neural architecture search
Dynamic perception framework for fine-grained recognition
Multi-Task Classification and Segmentation for Explicable Capsule Endoscopy Diagnostics
2020
7 项成果SRN: Side-Output Residual Network for Object Reflection Symmetry Detection and Beyond
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
An Automated Method with Feature Pyramid Encoder and Dual-Path Decoder for Nuclei Segmentation
Semi-supervised Natural Face De-occlusion
BCData: 面向细胞检测与计数的大规模数据集与基准
用于阳性与阴性肿瘤细胞检测和计数的数据集与基准。图像及HDF5坐标标注划分为训练集、验证集和测试集。
数据目录与读取示例
BCData/images/{train,validation,test}/
BCData/annotations/{train,validation,test}/{positive,negative}/import h5py
import numpy as np
gt_path = "BCData/annotations/train/positive/10.h5"
with h5py.File(gt_path, "r") as gt_file:
coordinates = np.asarray(gt_file["coordinates"])2019
6 项成果Guest Editors’ Introduction to the Special Section on Compact and Efficient Feature Representation and Learning in Computer Vision
Deep contour and symmetry scored object proposal
From BoW to CNN: Two decades of texture representation for texture classification
Tumor Tissue Segmentation for Histopathological Images
2011
1 项成果2010
1 项成果项目与平台
2 项成果
MetaFold
依托鹏城云脑II人工智能计算集群开展蛋白质结构预测研究。
未找到符合条件的研究成果,请尝试其他关键词、年份或研究方向。
此处整理了课题组网站收录的论文,更多引用记录可查阅谷歌学术。
谷歌学术专利与软件著作权 · 21
- 高志强,陈杰,乔鹏冲,田永鸿. 一种胸部CT图像病灶分割模型的训练方法及系统[P].申请号202110705914.8,2021年6月24日
- 黄锦发,陈杰,高志强,田永鸿 . 一种基于Transformer的CT报告生成方法[P].申请号202110795676.4,2021年7月14日
- 陈杰、田永鸿、高文、王中岐、王林. 一种基于任务感知的报告自动生成方法及装置[P].申请号202211156398.9,2022年9月22日 初审通过
- 陈杰、田永鸿、高文、王中岐、王林. 利用自然语言模型自动生成结构化报告的方法及相关设备[P].申请号202211078506.5,2022年9月5日 初审通过
- 田永鸿、杨文明、王天誉、陈杰. 一种药物-靶点交互作用预测方法、系统及终端设备[P].申请号202210632799.0,2022年6月7日
- 王珊珊,黄纬键,郑海荣,陈杰,周晖晖,田永鸿. 基于人机交互的模型训练方法、装置、终端及存储介质[P].申请号202211222416.9,2022年10月8日
- 王珊珊、吴若有、黄纬键、陈杰. 一种基于对抗样本的医学图像重建方法及相关装置[P]. 申请号202211425844.1,2022年11月16日
- 陈杰、田永鸿、高文、黄显淞、孔子尚.一种基于多任务学习的图像清洁度评估方法及相关装置[P].申请号202211475103.4,2022年11月23日
- 陈杰、田永鸿、高文、黄显淞、孔子尚.一种基于可学习方向导数的病灶边缘检测方法及相关装置[P].申请号202211475402.8,2022年11月23日
- 陈杰、田永鸿、高文、王中岐、王书博.一种基于区域互补聚合的人群计数方法及相关装置[P].申请号202211384415.4,2022年11月7日
- 高文,陈杰,田永鸿,施振辉、夏源. 基于图路径搜索和语义索引的医疗问答系统[P].申请号202211709241.4,2022年12月29日
- 高文,陈杰,田永鸿,王兆玮.一种基于数据增强的肝脏CT肿瘤分割方法[P].申请号202211623471.9,2022年12月16日
- 陈杰、田永鸿、高文、王中岐、任前. 基于注意力机制的小样本分割方法、装置、终端及介质[P].申请号202211569888.1,2022年12月8日
- 陈杰,田永鸿,高文,黄显淞,黄钟毅.一种基于中心点的细胞核分割方法[P].申请号202211705880.3,2022年12月29日
- 高文,陈杰,田永鸿,徐凡,耿睿哲.一种多尺度空间特征增强方法及装置[P].申请号202211569881.X,2022年12月8日
- 田永鸿,陈杰,高文,徐凡,张弛.一种基于领域对关联的迁移学习方法及装置[P].申请号202211581443.5,2022年12月9日
- 田永鸿,高文,陈杰,徐凡,耿睿哲.一种基于上下文特征融合的细胞核分割方法及相关设备[P].申请号202211580495.0,2022年12月9日
- 田永鸿,陈杰,高文,徐凡,张弛.基于自适应参数隔离的迁移学习方法、装置、终端及介质[P].申请号202211579420.0,2022年12月8日
- 陈杰、田永鸿、高文、黄显淞、徐凡、王中岐. 药物与蛋白质设计服务管理系统(软件著作权).2022R11L1872673
- 李代禧、陈杰、田永鸿、高文. 基于靶位结构和结合自由能的蛋白药物筛选软件(软件著作权).2022R11L1988060
- 李代禧、陈杰、田永鸿、高文. 基于Gromacs的分子模拟软件(软件著作权).2022R11L1995041
荣誉与奖励
国家科学技术进步一等奖。
聂志伟的论文《A unified evolution-driven deep learning framework for virus variation driver prediction》获世界人工智能大会青年优秀论文奖。
聂志伟入选中国人工智能学会“清源学者”。来源
“数据要素×”大赛全国总决赛二等奖、广东省一等奖。来源
“祖冲之”人工智能前沿创新年度重大成果奖。来源
广东省科学技术进步特等奖。来源
课题组参与的联合团队入围 ACM 戈登贝尔新冠研究特别奖,是全球三支入围团队之一,也是当年唯一的中国团队。来源
CAMEO 国际蛋白质结构预测评测月榜第一名。来源
国家科学技术进步二等奖:视觉模式的局部建模与非线性特征获取理论和方法。
IAPR ICB 2006 人脸验证比赛第一名,该比赛由英国萨里大学 Josef Kittler 组织。
国家科学技术进步二等奖:人脸识别理论、技术、系统与应用。
首届中国生物特征识别大赛(BVC 2004)人脸验证比赛一等奖。
论文录用与历史动态
2025
2 篇论文被 AAAI 录用。祝贺 Zishan Shu、Ruochong Zheng!
1 篇论文被 IEEE TMM 录用。祝贺 Yuke Li!
2 篇论文被 ICCV 录用。祝贺 Zesen Cheng、Yian Zhao!
2 篇论文被 CVPR 录用。祝贺 Yian Zhao、Bin Chen!
1 篇论文被 IJCAI 录用。祝贺 Zishan Shu!
3 篇论文被 IEEE TPAMI 录用。祝贺 Bin Chen、Yian Zhao、Peng Jin!
1 篇论文被 NAACL 录用。祝贺 Yihan Zhang!
1 篇论文被 Nature Machine Intelligence 录用。祝贺 Zhiwei Nie!
2024
2 篇论文被 AAAI 录用。祝贺 Zesen Cheng、Shiyu Li!
1 篇论文被 IEEE TPAMI 录用。祝贺 Peng Jin、Hao Li!
2 篇论文被 IEEE TMM 录用。祝贺 Qiankun Ma、Yuke Li!
1 篇论文被 Nature Machine Intelligence 录用。祝贺 Zhiwei Nie、Xudong Liu!
1 篇论文被 IJCV 录用。祝贺 Pengchong Qiao!
4 篇论文被 ECCV 录用。祝贺 Peng Jin、Mengjun Cheng、Qiran Zou、Kehan Li!
1 篇论文被 IEEE TMI 录用。祝贺 Shiyu Li!
1 篇论文入选CVPR Highlight。祝贺 Yian Zhao!
3 篇论文被 CVPR 录用。祝贺 Pengchong Qiao、Yian Zhao!
1 篇论文被 ICLR 录用。祝贺 Zhilin Huang!
2023
1 篇论文被 AAAI 录用。祝贺 Zesen Cheng!
1 篇论文被 Nucleic Acids Research 录用。祝贺 Yikun Zhang!
1 篇论文被 NeurIPS 录用。祝贺 Yu Wang!
1 篇论文被 IEEE TMM 录用。祝贺 Yiming Liu!
5 篇论文被 ICCV 录用。祝贺 Pengxu Wei、Yujing Sun、Peng Jin、Kehan Li、Hongliang He、Jun Wang、Runyi Yu!
1 篇论文获评ICASSP前3%论文。祝贺 Bin Fu!
1 篇论文被 IEEE TIP 录用。祝贺 Hao Li!
3 篇论文被 IJCAI 录用。祝贺 Peng Jin、Hao Li、Zesen Cheng!
3 篇论文入选CVPR Highlight。祝贺 Peng Jin、Kehan Li、Haoliang Zhao!
6 篇论文被 CVPR 录用。祝贺 Pengchong Qiao、Zesen Cheng、Peng Jin、Kehan Li、Yu Wang、Haoliang Zhao!
2 篇论文被 ICASSP 录用。祝贺 Jifan Zhang、Bin Fu!
历史记录
鹏程·神农项目入围ACM戈登贝尔新冠研究特别奖,为该届入围的唯一中国团队。相关项目与论文介绍见下方链接。

