通用つうよう大だい语言模型もけい及垂域いき多た模も态大模型もけい

• 通用つうよう大だい规模语言模型もけい - 伶荔（Linly）
  • CSL: A Large-scale Chinese Scientific Literature Dataset (COLING 2022) [paper][code]
  • TencentPretrain: A Scalable and Flexible Toolkit for Pre-training Models of Different Modalities (ACL 2023) [paper][code]
  • Dynamic data sampler for cross-language transfer learning in large language models (ICASSP 2024)[paper][code]
• 人ひと脸图文ぶん匹ひき配はい基もと础模型がた
  • FLIP-80M: 80 Million Visual-Linguistic Pairs for Facial Language-Image Pre-Training (ACM MM 2024) [paper][code]
  • Talk2Face: A Unified Sequence-based Framework for Diverse Face Generation and Analysis Tasks (ACM MM 2022) [paper][code]
• 腹部ふくぶ多た器官きかん分割ぶんかつ多た模も态大模型もけい

通用つうよう深度しんど学がく习理论

• 新型しんがた网络架か构、特とく征せい提ひっさげ取ど模も块提升ますCNN 性能せいのう；提出ていしゅつ小波さざなみ卷まき积层代替だいたい下か采さい样池化か及上采さい样模块，解かい决高低てい频信号ごう混こん叠问题。
  • WaveCNet: Wavelet Integrated CNNs to Suppress Aliasing Effect for Noise-Robust Image Classification (IEEE TIP 2021) [paper]
  • Wavelet Integrated CNNs for Noise-Robust Image Classification (CVPR 2020) [paper] [code]
  • Neuron segmentation using 3D wavelet integrated encoder–decoder network (Bioinformatics) 38(3), 2022, 809–817 [paper][code]
• 结合手工しゅこう特とく征せい，引导网络早期そうき的てき快速かいそく收おさむ敛。
  • Adaptive Weighting of Hand-crafted Feature Losses for Facial Expression Recognition (IEEE TCYB 2021) [paper] [project]
• 设计了りょう忆阻模糊もこ深度しんど学がく习系统，以在低てい精度せいど的てき设备条件下じょうけんか提ひさげ高だか图像识别精度せいど。以及基もと于忆阻的量りょう化か深度しんど学がく习网络结构，从而加か快かい训练速度そくど和わ减小存そん储空间。
  • Memristive Fuzzy Deep Learning Systems (IEEE TFS 2021) [paper]
  • Memristive Quantized Neural Networks A Novel Approach to Accelerate Deep Learning On-Chip (IEEE TCYB 2021) [paper]
• 特とく征せい的てき自じ适应分ぶん组抑制よくせい、激げき活かつ与あずか基もと于特征せい密度みつど的てき失しつ活かつ算法さんぽう
  • Group-wise Inhibition based Feature Regularization for Robust Classification (ICCV 2021) [paper] [project] [code]
  • Group-Wise Dynamic Dropout Based on Latent Semantic Variation (AAAI 2020) [paper] [project]
• 通つう过特征せい的てき对抗攻おさむ击提升ます针对开放场景的てき有效ゆうこう性せい，并将噪声隐藏在高ありだか频区域くいき提ひさげ升ます不可ふか察觉性せい
  • Frequency-driven Imperceptible Adversarial Attack on Semantic Similarity (CVPR 2022) [paper] [code]

弱じゃく监督物体ぶったい检测/语义分割ぶんかつ

• 基もと于图像ぞう类别标签的てき物体ぶったい检测网络、语义分割ぶんかつ网络，减少通用つうよう物体ぶったい检测/分割ぶんかつ网络对标注ちゅう数すう据すえ的てき要求ようきゅう。研究けんきゅう如何いか利用りよう大だい规模预训练模型がた减少网络对训练数据すえ的てき要求ようきゅう，在ざい零れい样本开放数すう据すえ上じょう依然いぜん能のう够取得しゅとく良好りょうこう性能せいのう。
  • Geometry Constrained Weakly Supervised Object Localization (ECCV 2020) [paper][code]
  • CLIMS: Cross Language Image Matching for Weakly Supervised Semantic Segmentation (CVPR 2022) [paper] [project] [code]
  • CCAM: Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation (CVPR 2022) [paper] [project] [code]
  • QA-CLIMS: Question-Answer Cross Language Image Matching for Weakly Supervised Semantic Segmentation (ACMMM 2023) [paper] [code]
• 基もと于Transformer的てき文ぶん本ほん检测
  • Self-attention based Text Knowledge Mining for Text Detection (CVPR 2021) [paper][code]
• 基もと于场景けい一致性表示学习的视频场景分割
  • Scene Consistency Representation Learning for Video Scene Segmentation (CVPR 2022) [paper] [project]

人ひと脸识别/分析ぶんせき

基もと于深度しんど卷まき积网络的人じん脸识别、表情ひょうじょう、年とし龄等属性ぞくせい识别方法ほうほう及系统，基き于人脸视频的个体性格せいかく、抑そもそも郁いく等とう心理しんり情じょう绪预测。开发的てき人じん脸识别系统在深ふか圳高交会、双そう创周、杭州こうしゅうG20和わ新しん疆安防ぼう广泛使用しよう。

• 二维人脸识别，集成しゅうせい统一阈值的损失函数
  • UniFace: Unified Cross-Entropy Loss for Deep Face Recognition (ICCV 2023) [paper] [code]
• 二维人脸识别，集成しゅうせい统一阈值的样本间损失函数
  • UniTSFace: Unified Threshold Integrated Sample-to-Sample Loss for Face Recognition (NeurIPS 2023)[paper][coder]
• 基もと于人脸时域いき变化特とく征せい提ひっさげ取ど与あずか学がく习的抑そもそも郁いく、性格せいかく分析ぶんせき，基き于个体からだ人じん脸反应生成せいせい网络的てき性格せいかく分析ぶんせき
  • Self-supervised Learning of Person-specific Facial Dynamics for Automatic Personality Recognition (IEEE TAFC 2021) [paper]
  • Spectral Representation of Behaviour Primitives for Depression Analysis (IEEE TAFC 2020) [paper] [code]
  • Personality Recognition by Modelling Person-specific Cognitive Processes using Graph Representation (ACM MM 2021) [paper] [code]
• 三维人脸点云识别与表情
  • Orthogonalization Guided Feature Fusion Network for Multimodal 2D+3D Facial Expression Recognition (IEEE TMM 2021) [paper]
• 二维人脸表情识别与分析、合成ごうせい
  • Triplet loss with multistage outlier suppression and class-pair margins for facial expression recognition (IEEE TCSVT 2022) [paper] [project]
  • A Novel Transient Wrinkle Detection Algorithm and Its Application for Expression Synthesis (IEEE TMM 2017) [paper] [project]
  • Surrogate Network-based Sparseness Hyper-parameter Optimization for Deep Expression Recognition (Pattern Recognition 2021) [paper] [project]
  • Sparse deep feature learning for facial expression recognition (Pattern Recognition 2019) [paper] [project]
• 基もと于多维边缘特征せい的てき面部めんぶ运动单元的てき关系图学习以及动作さく单元的てき识别应用
  • Learning Multi-dimensional Edge Feature-based AUえーゆー Relation Graph for Facial Action Unit Recognition (IJCAI 2022) [paper] [code]

人ひと脸生成せいせい与あずか属性ぞくせい编辑

• 基もと于图像ぞう翻こぼし译的人じん脸属性せい编辑
  • AniGAN: Style-Guided Generative Adversarial Networks for Unsupervised Anime Face Generation (IEEE TMM 2022) [paper]
  • Translate the Facial Regions You Like Using Self-Adaptive Region Translation (AAAI 2021) [paper]
  • GazeFlow: Gaze Redirection with Normalizing Flows (IJCNN 2021) [paper][code] [demo]
  • Gated SwitchGAN for multi-domain facial image translation (IEEE TMM 2021) [paper]
  • Deep Feature Consistent Variational Autoencoder (WACV 2017) [paper] [project] [code]
• 基もと于预训练模型もけい的てき人じん脸属性せい编辑
  • Lifelong Age Transformation with a Deep Generative Prior (IEEE TMM 2022) [paper] [project]
  • Guidedstyle: Attribute Knowledge Guided Style Manipulation for Semantic Face Editing (Neural Networks 2022) [paper] [project]
  • SSFlow: Style-guided Neural Spline Flows for Face Image Manipulation (ACM MM 2021) [paper]
• 基もと于文本ほん的てき人じん脸生成せいせい与あずか编辑
  • TextFace: Text-to-Style Mapping based Face Generation and Manipulation (IEEE TMM 2022) [paper] [project]
• 亲子关系人じん脸合成ごうせい
  • StyleGene: Crossover and Mutation of Region-Level Facial Genes for Kinship Face Synthesis (CVPR2023 Highlight 2.6%) [paper] [project]

医学いがく图像智能ちのう分析ぶんせき

• 细胞检测、分割ぶんかつ与あずか分ぶん类
  • Sample hardness based gradient loss for long-tailed cervical cell detection (MICCAI 2022) [code]
  • Deep Cross Residual Network for HEp2 Cell Staining Pattern Classification (Pattern Recognition 2018) [paper]
  • HEp-2 Specimen Image Segmentation and Classification Using Very Deep Fully Convolutional Network (IEEE TMI 2017) [paper]
• 肺はい部ぶ影像えいぞう智能ちのう分析ぶんせき
  • A Self-supervised Feature-standardization-block for Cross-domain Lung Disease Classification (Methods 2022) [paper]
  • Learning from Pseudo Lesion: A Self-supervised Framework for COVID-19 Diagnosis (Neural Computing and Applications 2022) [paper]
  • Multi-resolution convolutional networks for chest X-ray radiograph based lung nodule detection (Artificial Intelligence in Medicine 2020) [paper]
  • A Solitary Feature-based Lung Nodule Detection Approach for Chest X-Ray Radiographs (IEEE JBHI 2018 封ふう面めん亮あきら点てん) [paper]
• 大だい脑神经元分割ぶんかつ重じゅう建けん
  • Deep learning based neuronal soma detection and counting for Alzheimer's disease analysis (Computer Methods and Programs in Biomedicine 2021) [paper]
  • 3D Neuron Reconstruction in Tangled Neuronal Image with Deep Networks (IEEE TMI 2020) [paper]
• 病理びょうり图片细胞分割ぶんかつ与あずか分析ぶんせき
  • Instance-aware Self-supervised Learning for Nuclei Segmentation (MICCAI 2020) [paper]
  • MI2GAN: Generative Adversarial Network for Medical Image Domain Adaptation using Mutual Information Constraint (MICCAI 2020) [paper]
  • Reverse active learning based atrous DenseNet for pathological image classification (BMC Bioinformatics 2019) [paper]
• 皮かわ肤病变区域くいき分割ぶんかつ
  • Dense Encoder-Decoder–Based Architecture for Skin Lesion Segmentation (Cognitive Computation 2021) [paper]
  • Skin lesion analysis towards melanoma detection using deep learning network (Sensors 2018 ESI高だか被ひ引论文ぶん) [paper]
• B超ちょう图像甲状腺こうじょうせん结节分割ぶんかつ
  • Boundary Regression based deep neural network for thyroid nodule segmentation in ultrasound images (Neural Computing and Applications 2022)
• 眼め部ぶOCT图像分析ぶんせき
  • Deep Learning Based Early Stage Diabetic Retinopathy Detection Using Optical Coherence Tomography (Neurocomputing 2019) [paper]