tl;dr An English to Mandarin glossary of AI terminology, grouped topically by areas (e.g. NLP) and then tasks (e.g. NER). The state-of-the-art on each task and subtasks can be explored through links to Papers With Code.
Natural Language Processing (NLP) 自然语言处理
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Question Answering | 问答系统 | 48 | 9 |
| Machine Translation | 机器翻译 | 46 | 6 |
| Text Classification | 该技术 | 29 | 10 |
| Sentiment Analysis | 情感分析 | 28 | 7 |
| Named Entity Recognition | 命名实体识别/专名辨识 | 25 | 7 |
| Document Classification | 文件密级: | 18 | 1 |
| Relation Extraction | 关系抽取任务 | 17 | 6 |
| Natural Language Inference | 自然语言推理 | 16 | 1 |
| Semantic Parsing | 语义分析 | 16 | 4 |
| Speech Recognition | 语音识别 | 13 | 7 |
| Text Summarization | 自动摘要 | 13 | 7 |
| Dependency Parsing | 依存句法分析 | 11 | 3 |
| Word Sense Disambiguation | 词义消歧 | 11 | 0 |
| Cross-Lingual Document Classification | 跨语言文档分类 | 10 | 1 |
| Entity Linking | 实体链接 | 10 | 0 |
| Aspect-Based Sentiment Analysis | 基于方面的情感分析 | 9 | 3 |
| Text Generation | 文本生成 | 8 | 16 |
| Entity Disambiguation | 实体消除歧义 | 7 | 0 |
| Speech Enhancement | 语音增强 | 7 | 1 |
| Word Alignment | 字对齐 | 7 | 0 |
| Coreference Resolution | 核心分辨率 | 6 | 1 |
| Grammatical Error Correction | 语法错误纠正 | 6 | 1 |
| Multi-Label Classification | 多标签分类 | 6 | 0 |
| Sarcasm Detection | 讽刺检测 | 6 | 0 |
| Speech Separation | 语音分离 | 6 | 1 |
| Conversational Response Selection | 对话响应选择 | 5 | 0 |
| Phrase Grounding | 短语接地 | 5 | 0 |
| Recipe Generation | 配方生成 | 5 | 0 |
| Chunking | 块状 | 4 | 0 |
| Cover Song Identification | 封面歌曲标识 | 4 | 0 |
| Cross-Lingual Bitext Mining | 跨语言双文本采矿 | 4 | 0 |
| Entity Typing | 实体类型 | 4 | 0 |
| Hate Speech Detection | 仇恨言论检测 | 4 | 0 |
| Paraphrase Identification | 复述检测 | 4 | 0 |
| Semantic Textual Similarity | 语义文本相似性 | 4 | 1 |
| Audio Denoising | 音频去诺化 | 3 | 0 |
| Constituency Parsing | 选区解析 | 3 | 1 |
| Hypernym Discovery | 超名发现 | 3 | 0 |
| Intent Detection | 意图检测 | 3 | 0 |
| Question Generation | 问题生成 | 3 | 0 |
| Reading Comprehension | 机器阅读理解 | 3 | 3 |
| Slot Filling | 插槽填充 | 3 | 0 |
| Amr Parsing | 抽象语义表示 | 2 | 0 |
| Bias Detection | 偏置检测 | 2 | 1 |
| Fake News Detection | 假新闻检测 | 2 | 0 |
| Graph-to-Sequence | 指将图的输入格式转换成序列 | 2 | 1 |
| Linguistic Acceptability | 语言可接受性 | 2 | 0 |
| Passage Re-Ranking | 通行重新排序 | 2 | 0 |
| Semantic Role Labeling | 语义角色标记 | 2 | 3 |
| Sign Language Translation | 手语翻译 | 2 | 0 |
| Speech Synthesis | 语音合成 | 2 | 2 |
| Table-to-Text Generation | 表到文本的生成 | 2 | 1 |
| Text Style Transfer | 文本样式传输 | 2 | 1 |
| Text-To-Speech Synthesis | 文本到语音合成 | 2 | 1 |
| Acoustic Novelty Detection | 声学新颖性检测 | 1 | 0 |
| Arabic Text Diacritization | 阿拉伯语文本分文化 | 1 | 0 |
| Audio Generation | 音频生成 | 1 | 1 |
| CCG Supertagging | 组合范畴语法超标注 | 1 | 0 |
| Code Summarization | 代码汇总 | 1 | 1 |
| Counterspeech Detection | 反信号检测 | 1 | 0 |
| Dialog Act Classification | 对话框行为分类 | 1 | 0 |
| Direction of Arrival Estimation | 到达方向估计 | 1 | 0 |
| Entity Alignment | 实体对齐 | 1 | 0 |
| Fact Verification | 事实验证 | 1 | 0 |
| Humor Detection | 幽默检测 | 1 | 0 |
| Language Acquisition | 语言习得 | 1 | 0 |
| Lexical Normalization | 词法规范化 | 1 | 0 |
| Memex Question Answering | 梅克斯问题解答 | 1 | 0 |
| Query Wellformedness | 格式良好的自然语言问题 | 1 | 0 |
| Question Similarity | 问题相似性 | 1 | 1 |
| Representation Learning | 表征学习 | 1 | 11 |
| SQL-to-Text | SQL转换文本 | 1 | 0 |
| Speaker Diarization | 扬声器二元化 | 1 | 0 |
| Speaker Identification | 扬声器识别 | 1 | 0 |
| Subjectivity Analysis | 主观性分析 | 1 | 0 |
| Text Clustering | 文本群集 | 1 | 1 |
| Text-To-Sql | 文本到 Sql | 1 | 0 |
| Voice Conversion | 语音转换 | 1 | 0 |
| Abstract Anaphora Resolution | 摘要 阿纳波拉分辨率 | 0 | 0 |
| Accented Speech Recognition | 强调语音识别 | 0 | 0 |
| Acoustic Unit Discovery | 声学单元发现 | 0 | 0 |
| Answer Selection | 答案选择 | 0 | 0 |
| Arrhythmia Detection | 心律失常检测 | 0 | 0 |
| Aspect Extraction | 方面提取 | 0 | 0 |
| Audio Super-Resolution | 音频超分辨率 | 0 | 0 |
| Citation Intent Classification | 引文意图分类 | 0 | 0 |
| Conversation | 对话 | 0 | 0 |
| Cross-Lingual NER | 跨语言 NER | 0 | 0 |
| Cross-Lingual Natural Language Inference | 跨语言自然语言推理 | 0 | 0 |
| Curved Text Detection | 曲线文本检测 | 0 | 0 |
| Dependency Grammar Induction | 依赖语法归纳 | 0 | 0 |
| Dialogue Act Classification | 对话法分类 | 0 | 0 |
| Dialogue Generation | 对话生成 | 0 | 0 |
| Dialogue State Tracking | 对话状态跟踪 | 0 | 0 |
| Distant Speech Recognition | 远程语音识别 | 0 | 0 |
| Document Embedding | 文档嵌入 | 0 | 0 |
| Drug–drug Interaction Extraction | 药物与药物相互作用提取 | 0 | 0 |
| Emotion Cause Extraction | 情感原因提取 | 0 | 0 |
| Emotion Classification | 情感分类 | 0 | 0 |
| Emotion Recognition in Conversation | 对话中的情感识别 | 0 | 0 |
| Emotion-Cause Pair Extraction | 情感原因对提取 | 0 | 0 |
| Event Detection | 事件检测 | 0 | 0 |
| Fine-Grained Opinion Analysis | 细粒意见分析 | 0 | 0 |
| Grammatical Error Detection | 语法错误检测 | 0 | 0 |
| Heartbeat Classification | 心跳分类 | 0 | 0 |
| KB-to-Language Generation | 知识库到语言的生成 | 0 | 0 |
| Knowledge Base Question Answering | 知识库问题解答 | 0 | 0 |
| Language Modeling | 语言模型 | 0 | 0 |
| Multilingual Machine Comprehension | 多语种机器理解 | 0 | 0 |
| Name Entity Recognition | 命名实体识别 | 0 | 0 |
| Negation Scope Resolution | 否定范围解析 | 0 | 0 |
| Nested Named Entity Recognition | 嵌套命名实体识别 | 0 | 0 |
| Noisy Speech Recognition | 嘈杂语音识别 | 0 | 0 |
| Paper generation | 纸张生成 | 0 | 0 |
| Paraphrase Generation | 转述生成 | 0 | 0 |
| Pos Tagging | 词性标记 | 0 | 0 |
| Predicate Detection | 谓词检测 | 0 | 0 |
| Prosody Prediction | 普罗索迪预测 | 0 | 0 |
| Query-Based Extractive Summarization | 基于查询的提取汇总 | 0 | 0 |
| Question Quality Assessment | 问题质量评估 | 0 | 0 |
| Reader-Aware Summarization | 读者感知汇总 | 0 | 0 |
| Scientific Concept Extraction | 科学概念提取 | 0 | 0 |
| Scientific Results Extraction | 科学结果提取 | 0 | 0 |
| Semantic Equivalence | 语义等价 | 0 | 0 |
| Semantic Role Labeling (predicted predicates) | 语义角色标记(预测谓词) | 0 | 0 |
| Sentence Classification | 句子分类 | 0 | 0 |
| Speculation Scope Resolution | 投机范围分辨率 | 0 | 0 |
| Speech Dereverberation | 演讲德弗伯 | 0 | 0 |
| Speech Emotion Recognition | 语音情感识别 | 0 | 0 |
| String Transformation | 字符串转换 | 0 | 0 |
| Text Compression | 文本压缩 | 0 | 0 |
| Thai Word Tokenization | 泰语单词标记 | 0 | 0 |
| Timeline Summarization | 时间轴汇总 | 0 | 0 |
| Timex Normalization | 时间表达式规范化 | 0 | 0 |
| Unsupervised Semantic Segmentation | 无监督语义分割 | 0 | 0 |
| Unsupervised Video Summarization | 无监督视频汇总 | 0 | 0 |
| Visual Dialog | 视觉对话框 | 0 | 0 |
| Word Segmentation | 词分割 | 0 | 0 |
| Entity Resolution | 实体解决方案 | 0 | 0 |
| Relation Classification | 关系分类 | 0 | 2 |
| Sentence Embeddings | 句子嵌入 | 0 | 4 |
Computer Vision (CV) 计算机视觉
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Image Super-Resolution | 超高分辨率成像 | 47 | 4 |
| Graph Classification | 图分类 | 46 | 0 |
| Image Generation | 图像生成/图像合成 | 43 | 13 |
| Semantic Segmentation | 语义分割 | 35 | 18 |
| Image Classification | 图像分类 | 34 | 18 |
| Visual Question Answering | 视觉问题答案 | 34 | 2 |
| 3D Object Detection | 3D 对象检测 | 29 | 2 |
| Image Clustering | 图像聚类 | 27 | 4 |
| Image-To-Image Translation | 图像到图像的转换 | 27 | 10 |
| Object Detection | 对象检测 | 27 | 23 |
| Action Recognition | 活动识别 | 22 | 4 |
| Image Retrieval | 图像检索系统 | 20 | 8 |
| Fine-Grained Image Classification | 细粒度图像分类 | 19 | 1 |
| Face Verification | 面部验证 | 16 | 1 |
| Hand Gesture Recognition | 手势识别 | 16 | 1 |
| Facial Expression Recognition | 面部表情识别 | 15 | 4 |
| Trajectory Prediction | 轨迹预测 | 15 | 2 |
| Object Localization | 目标定位任务 | 14 | 5 |
| Person Re-Identification | 人物重新识别 | 14 | 7 |
| Person Re-identification | 人员重新识别 | 14 | 7 |
| Density Estimation | 密度估算 | 13 | 0 |
| Pose Estimation | 姿势估计 | 13 | 14 |
| Community Detection | 社区检测 | 12 | 3 |
| Gesture Recognition | 手势识别 | 12 | 4 |
| Medical Image Segmentation | 医学图像分割 | 12 | 28 |
| 3D Human Pose Estimation | 3D 人类姿势估计 | 11 | 4 |
| Action Classification | 操作分类 | 11 | 1 |
| Interactive Segmentation | 交互式分段 | 10 | 0 |
| Anomaly Detection | 异常检测 | 9 | 6 |
| Scene Text Detection | 场景文本检测 | 9 | 2 |
| Optical Flow Estimation | 光流估计 | 8 | 0 |
| Video Retrieval | 视频检索 | 8 | 1 |
| Graph Regression | 图形回归 | 7 | 0 |
| Out-of-Distribution Detection | 分布外检测 | 7 | 0 |
| Talking Head Generation | 会说话的头一代 | 7 | 1 |
| Temporal Action Localization | 时态操作本地化 | 7 | 5 |
| Video Generation | 视频生成 | 7 | 1 |
| Depth Estimation | 深度估计 | 6 | 7 |
| Face Detection | 人脸检测 | 6 | 1 |
| Face Recognition | 人脸识别 | 6 | 2 |
| Facial Landmark Detection | 面部地标检测 | 6 | 2 |
| Hand Pose Estimation | 手姿势估计 | 6 | 1 |
| Human Interaction Recognition | 人际交往识别 | 6 | 2 |
| Saliency Detection | 盐度检测 | 6 | 3 |
| Video Classification | 视频分类 | 6 | 1 |
| Video Prediction | 视频预测 | 6 | 1 |
| 3D Face Reconstruction | 3D 面部重建 | 5 | 1 |
| Compressive Sensing | 压缩传感 | 5 | 0 |
| Edge Detection | 边缘检测 | 5 | 0 |
| Gaze Estimation | 凝视估计 | 5 | 0 |
| Image Dehazing | 图像除哈辛 | 5 | 0 |
| Image Matting | 图像遮罩 | 5 | 0 |
| Instance Segmentation | 实例分割 | 5 | 5 |
| Lipreading | 唇读 | 5 | 0 |
| Video Captioning | 视频字幕 | 5 | 3 |
| 3D Multi-Person Pose Estimation | 3D 多人姿势估计 | 4 | 2 |
| 3D Reconstruction | 3D 重建 | 4 | 1 |
| Action Quality Assessment | 行动质量评估 | 4 | 0 |
| Depth Completion | 深度完成 | 4 | 0 |
| Document Image Classification | 文档图像分类 | 4 | 0 |
| Horizon Line Estimation | 地平线线估计 | 4 | 0 |
| Image Captioning | 图像字幕 | 4 | 1 |
| Image Inpainting | 图像画 | 4 | 4 |
| Motion Segmentation | 运动分割 | 4 | 0 |
| Novel View Synthesis | 新视图合成 | 4 | 0 |
| Surface Normals Estimation | 曲面法线估计 | 4 | 0 |
| Weakly Supervised Action Localization | 弱监督的操作本地化 | 4 | 0 |
| 3D Canonical Hand Pose Estimation | 3D 规范手姿势估计 | 3 | 0 |
| 3D Point Cloud Classification | 3D 点云分类 | 3 | 0 |
| 6D Pose Estimation | 6D 姿势估计 | 3 | 1 |
| Blink Estimation | 闪烁估计 | 3 | 0 |
| Graph Clustering | 图形聚类 | 3 | 0 |
| Human Part Segmentation | 人体部分分割 | 3 | 0 |
| Human-Object Interaction Detection | 人-对象交互检测 | 3 | 0 |
| Image Reconstruction | 图像重建 | 3 | 1 |
| Object Classification | 对象分类 | 3 | 0 |
| Object Counting | 对象计数 | 3 | 0 |
| Point Cloud Generation | 点云生成 | 3 | 1 |
| Pose Tracking | 姿势跟踪 | 3 | 0 |
| Sketch-Based Image Retrieval | 基于草图的图像检索 | 3 | 1 |
| Stance Detection | 姿态检测 | 3 | 0 |
| Video Object Segmentation | 视频对象分割 | 3 | 4 |
| 3D Absolute Human Pose Estimation | 3D 绝对人类姿势估计 | 2 | 1 |
| 3D Object Classification | 3D 对象分类 | 2 | 1 |
| 3D Object Reconstruction | 3D 对象重建 | 2 | 2 |
| 3D Semantic Segmentation | 3D 语义分割 | 2 | 2 |
| 3D Shape Modeling | 3D 形状建模 | 2 | 0 |
| Emotion Recognition | 情感识别 | 2 | 7 |
| Human Action Generation | 人类行动生成 | 2 | 1 |
| Line Segment Detection | 线段检测 | 2 | 0 |
| Pneumonia Detection | 肺炎检测 | 2 | 0 |
| Pose Retrieval | 姿势检索 | 2 | 0 |
| Scanpath Prediction | 扫描路径预测 | 2 | 0 |
| Sign Language Recognition | 手语识别 | 2 | 0 |
| Video Summarization | 视频总结 | 2 | 2 |
| 3D Hand Pose Estimation | 3D 手姿势估计 | 1 | 2 |
| 3D Multi-person Pose Estimation (absolute) | 3D 多人姿势估计(绝对) | 1 | 0 |
| 3D Multi-person Pose Estimation (root-relative) | 3D 多人姿势估计(相对根) | 1 | 0 |
| 3D Shape Reconstruction | 3D 形状重建 | 1 | 1 |
| Activity Prediction | 活动预测 | 1 | 2 |
| Activity Recognition In Videos | 视频中的活动识别 | 1 | 1 |
| Animal Pose Estimation | 动物姿势估计 | 1 | 0 |
| Breast Tumour Classification | 乳房肿瘤分类 | 1 | 0 |
| Camera Localization | 摄像机本地化 | 1 | 1 |
| DeepFake Detection | 深度故障检测 | 1 | 0 |
| Defocus Estimation | 散焦估计 | 1 | 0 |
| Dense Pixel Correspondence Estimation | 寻找密集像素图像之间的对应关系 | 1 | 0 |
| Document Layout Analysis | 文档布局分析 | 1 | 1 |
| Historical Color Image Dating | 历史彩色图像约会 | 1 | 0 |
| Image Compression | 图像压缩 | 1 | 3 |
| Image Cropping | 图像裁剪 | 1 | 0 |
| Image Enhancement | 图像增强 | 1 | 3 |
| Image Recognition | 图像识别 | 1 | 2 |
| Image Registration | 图像注册 | 1 | 0 |
| Lip to Speech Synthesis | 唇到语合成 | 1 | 1 |
| Multi-tissue Nucleus Segmentation | 多组织核分割 | 1 | 0 |
| Optical Character Recognition | 光学字符识别 | 1 | 7 |
| Person Identification | 人员识别 | 1 | 0 |
| Person Retrieval | 人员检索 | 1 | 0 |
| Point Cloud Super Resolution | 点云超分辨率 | 1 | 0 |
| Rain Removal | 清除雨水 | 1 | 1 |
| Robotic Grasping | 机器人抓握 | 1 | 1 |
| Rotated MNIST | 旋转的 MNIST | 1 | 0 |
| Safety Perception Recognition | 安全感知辨识 | 1 | 0 |
| Scene Parsing | 场景分析 | 1 | 8 |
| Scene Understanding | 场景了解 | 1 | 2 |
| Seizure Detection | 缉获检测 | 1 | 0 |
| Shadow Detection | 阴影检测 | 1 | 1 |
| Table Detection | 表检测 | 1 | 0 |
| Talking Face Generation | 会说话的脸生成 | 1 | 1 |
| Traffic Sign Detection | 交通标志检测 | 1 | 0 |
| Video Reconstruction | 视频重建 | 1 | 0 |
| Vision-Language Navigation | 视觉语言导航 | 1 | 0 |
| 3D Facial Expression Recognition | 3D 面部表情识别 | 0 | 0 |
| 3D Facial Landmark Localization | 3D 面部地标本地化 | 0 | 0 |
| 3D Instance Segmentation | 3D 实例分割 | 0 | 0 |
| 3D Medical Imaging Segmentation | 3D 医疗成像分割 | 0 | 0 |
| 3D Multi-Object Tracking | 3D 多对象跟踪 | 0 | 0 |
| 3D Object Recognition | 3D 对象识别 | 0 | 0 |
| 3D Object Reconstruction From A Single Image | 从单个图像重建 3D 对象 | 0 | 0 |
| 3D Part Segmentation | 3D 零件分割 | 0 | 0 |
| 3D Pose Estimation | 3D 姿势估计 | 0 | 0 |
| 3D Room Layouts From A Single RGB Panorama | 来自单个 RGB 全景的 3D 房间布局 | 0 | 0 |
| 3D Room Layouts From A Single Rgb Panorama | 来自单个 Rgb 全景的 3D 房间布局 | 0 | 0 |
| 3D Semantic Instance Segmentation | 3D 语义实例分割 | 0 | 0 |
| 3D Shape Classification | 3D 形状分类 | 0 | 0 |
| 3D Shape Retrieval | 3D 形状检索 | 0 | 0 |
| 6D Pose Estimation using RGB | 使用 RGB 进行 6D 姿势估计 | 0 | 0 |
| Abnormal Event Detection In Video | 视频中异常事件检测 | 0 | 0 |
| Action Recognition In Videos | 视频中的操作识别 | 0 | 0 |
| Action Segmentation | 操作分割 | 0 | 0 |
| Action Unit Detection | 操作单元检测 | 0 | 0 |
| Aesthetics Quality Assessment | 美学质量评估 | 0 | 0 |
| Age And Gender Classification | 年龄和性别分类 | 0 | 0 |
| Age Estimation | 年龄估算 | 0 | 0 |
| Age-Invariant Face Recognition | 年龄不变人脸识别 | 0 | 0 |
| Anomaly Detection in Edge Streams | 边缘流中的异常检测 | 0 | 0 |
| Blood pressure estimation | 血压估计 | 0 | 0 |
| Brain Image Segmentation | 脑图像分割 | 0 | 0 |
| Building Change Detection | 生成更改检测 | 0 | 0 |
| Cell Segmentation | 细胞分割 | 0 | 0 |
| Classification Consistency | 分类一致性 | 0 | 0 |
| Colorectal Gland Segmentation | 结肠直肠分段 | 0 | 0 |
| Cross-View Image-to-Image Translation | 交叉查看图像到图像的转换 | 0 | 0 |
| Crowd Counting | 人群计数 | 0 | 0 |
| Dense Object Detection | 密集对象检测 | 0 | 0 |
| Depiction Invariant Object Recognition | 描述不变对象识别 | 0 | 0 |
| Disease Detection | 疾病检测 | 0 | 0 |
| Disguised Face Verification | 伪装面部验证 | 0 | 0 |
| Displaced people recognition | 流离失所者得到承认 | 0 | 0 |
| Document Image Dewarping | 文档图像去扭曲 | 0 | 0 |
| Document Image Unwarping | 文档图像解扭曲 | 0 | 0 |
| Drone Navigation | 无人机导航 | 0 | 0 |
| Drone-view Target Localization | 无人机视图目标本地化 | 0 | 0 |
| Egocentric Activity Recognition | 以自我为中心的活动识别 | 0 | 0 |
| Face Alignment | 面对齐 | 0 | 0 |
| Face Anti-Spoofing | 面防欺骗 | 0 | 0 |
| Face Hallucination | 面部幻觉 | 0 | 0 |
| Face Presentation Attack Detection | 人脸演示攻击检测 | 0 | 0 |
| Face Sketch Synthesis | 面部草图合成 | 0 | 0 |
| Facial Action Unit Detection | 面部动作单元检测 | 0 | 0 |
| Facial Beauty Prediction | 面部美容预测 | 0 | 0 |
| Facial Inpainting | 面部修复/面部完成 | 0 | 0 |
| Factual Visual Question Answering | 事实视觉问题解答 | 0 | 0 |
| Gender Prediction | 性别预测 | 0 | 0 |
| Generating 3D Point Clouds | 生成 3D 点云 | 0 | 0 |
| Group Activity Recognition | 组活动识别 | 0 | 0 |
| Hand Gesture-to-Gesture Translation | 手手势到手势翻译 | 0 | 0 |
| Handwritten Digit Recognition | 手写数字识别 | 0 | 0 |
| Head Detection | 头部检测 | 0 | 0 |
| Head Pose Estimation | 头部姿势估计 | 0 | 0 |
| Homography Estimation | 造影估计 | 0 | 0 |
| Human Grasp Contact Prediction | 人类抓地力接触预测 | 0 | 0 |
| Human Instance Segmentation | 人类实例分割 | 0 | 0 |
| Human Pose Estimation | 人体姿态估计 | 0 | 0 |
| Hyperspectral Image Classification | 超光谱图像分类 | 0 | 0 |
| Image Denoising | 图像去噪 | 0 | 0 |
| Image Outpainting | 图像外漆 | 0 | 0 |
| Image Segmentation | 图像分割 | 0 | 0 |
| Interactive Video Object Segmentation | 交互式视频对象分割 | 0 | 0 |
| Keypoint Detection | 关键点检测 | 0 | 0 |
| Layout-to-Image Generation | 布局到图像的生成 | 0 | 0 |
| Lesion Segmentation | 病变分割 | 0 | 0 |
| License Plate Recognition | 牌照识别 | 0 | 0 |
| Liver Segmentation | 肝脏分割 | 0 | 0 |
| Low-Light Image Enhancement | 低光图像增强 | 0 | 0 |
| Lung Nodule Segmentation | 肺结核分割 | 0 | 0 |
| Medical Object Detection | 医疗对象检测 | 0 | 0 |
| Monocular Depth Estimation | 单目深度估计 | 0 | 0 |
| Multi-Human Parsing | 多人解析 | 0 | 0 |
| Multi-Person Pose Estimation | 多人姿势估计 | 0 | 0 |
| Multi-view Subspace Clustering | 多视图子空间群集 | 0 | 0 |
| Multimodal Unsupervised Image-To-Image Translation | 多式联运无监督图像到图像转换 | 0 | 0 |
| Multiple Object Forecasting | 多个对象预测 | 0 | 0 |
| Multiple Object Tracking | 多个对象跟踪 | 0 | 0 |
| Nuclear Segmentation | 核分段 | 0 | 0 |
| Object Proposal Generation | 对象建议生成 | 0 | 0 |
| Object Skeleton Detection | 对象骨架检测 | 0 | 0 |
| Occluded Face Detection | 遮挡人脸检测 | 0 | 0 |
| One-Shot 3D Action Recognition | 单次三拍动作识别 | 0 | 0 |
| One-Shot Object Detection | 单次对象检测 | 0 | 0 |
| Online Multi-Object Tracking | 在线多对象跟踪 | 0 | 0 |
| Pancreas Segmentation | 胰腺分割 | 0 | 0 |
| Panoptic Segmentation | 泛视分割 | 0 | 0 |
| People Recognition | 人员认可 | 0 | 0 |
| Photo Geolocation Estimation | 照片地理位置估算 | 0 | 0 |
| Pixel-By-Pixel Classification | 在像素层面上进行分类 | 0 | 0 |
| Point Cloud Completion | 点云完成 | 0 | 0 |
| Pose Transfer | 姿势转移 | 0 | 0 |
| RF-based Pose Estimation | 基于射频的姿势估计 | 0 | 0 |
| Real-Time Object Detection | 实时对象检测 | 0 | 0 |
| Real-time Instance Segmentation | 实时实例细分 | 0 | 0 |
| Retinal Vessel Segmentation | 视网膜血管分割 | 0 | 0 |
| Robust Object Detection | 强大的对象检测 | 0 | 0 |
| Scene Graph Generation | 场景图形生成 | 0 | 0 |
| Scene Recognition | 场景识别 | 0 | 0 |
| Scene Segmentation | 场景分割 | 0 | 0 |
| Self-Supervised Action Recognition | 自我监督的操作识别 | 0 | 0 |
| Semantic Part Detection | 语义零件检测 | 0 | 0 |
| Semi-Supervised Image Classification | 半监督图像分类 | 0 | 0 |
| Sequential Image Classification | 顺序图像分类 | 0 | 0 |
| Single-Image-Based Hdr Reconstruction | 基于单图像的 Hdr 重建 | 0 | 0 |
| Skeleton Based Action Recognition | 基于骨架的操作识别 | 0 | 0 |
| Skin Cancer Segmentation | 皮肤癌分割 | 0 | 0 |
| Smile Recognition | 微笑识别 | 0 | 0 |
| Speaker-Specific Lip to Speech Synthesis | 扬声器特定唇部语音合成 | 0 | 0 |
| Steering Control | 转向控制 | 0 | 0 |
| Stereo Depth Estimation | 立体深度估计 | 0 | 0 |
| Synthetic-to-Real Translation | 合成到真实翻译 | 0 | 0 |
| Temporal Action Proposal Generation | 临时操作建议生成 | 0 | 0 |
| Text-To-Image Generation | 文本到图像生成 | 0 | 0 |
| Text-to-Image Generation | 文本到图像的生成 | 0 | 0 |
| Trajectory Forecasting | 轨迹预测 | 0 | 0 |
| Unsupervised Facial Landmark Detection | 无监督的面部地标检测 | 0 | 0 |
| Unsupervised Person Re-Identification | 无监督的人重新识别 | 0 | 0 |
| Unsupervised image classification | 无监督图像分类 | 0 | 0 |
| Vector Graphics Animation | 矢量图形动画 | 0 | 0 |
| Vehicle Re-Identification | 车辆重新识别 | 0 | 0 |
| Video Deinterlacing | 视频去隔行扫描 | 0 | 0 |
| Video Denoising | 视频去诺化 | 0 | 0 |
| Video Frame Interpolation | 视频帧插值 | 0 | 0 |
| Video Image Super-Resolution | 视频超分辨率 | 0 | 0 |
| Video Object Detection | 视频对象检测 | 0 | 0 |
| Video Story QA | 视频故事 QA | 0 | 0 |
| Video-to-Video Synthesis | 视频到视频合成 | 0 | 0 |
| Visual Object Tracking | 视觉对象跟踪 | 0 | 0 |
| Visual Storytelling | 视觉讲故事 | 0 | 0 |
| Volumetric Medical Image Segmentation | 体积医学图像分割 | 0 | 0 |
| Weakly Supervised Object Detection | 弱监督对象检测 | 0 | 0 |
| Weakly-Supervised Semantic Segmentation | 弱监督语义分割 | 0 | 0 |
| Weakly-supervised Temporal Action Localization | 监督不力的时态操作本地化 | 0 | 0 |
| Zero-Shot Action Recognition | 零射击动作识别 | 0 | 0 |
| Zero-Shot Object Detection | 零射对象检测 | 0 | 0 |
| Face Generation | 人脸生成 | 0 | 3 |
| Graph Generation | 图表生成 | 0 | 0 |
| Image Matching | 图像匹配 | 0 | 2 |
| Object Segmentation | 对象分割 | 0 | 1 |
| Visual Tracking | 视觉跟踪 | 0 | 3 |
Robotics 机器人技术
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Visual Navigation | 视觉导航 | 4 | 0 |
| Robotic Grasping | 机器人抓握 | 1 | 1 |
| PointGoal Navigation | 点目标导航 | 0 | 0 |
| Visual Odometry | 视觉测光仪 | 0 | 1 |
Basic Theory 基础理论
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Node Classification | 节点分类 | 60 | 1 |
| Continuous Control | 连续控制代 | 49 | 2 |
| Quantization | 量化 | 2 | 1 |
| Multi-Armed Bandits | 多武装强盗 | 1 | 0 |
| Pain Intensity Regression | 疼痛强度回归预测 | 1 | 0 |
| Arithmetic | 算术 | 0 | 0 |
| Physical Object Perception | 物理对象感知/物理对象识别 | 0 | 0 |
Optimization 运筹优化
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Atari Games | 雅达利电子游戏 | 62 | 1 |
| Neural Architecture Search | 神经结构搜索 | 13 | 0 |
| Automated Theorem Proving | 自动定理证明 | 6 | 0 |
| Network Pruning | 网络修剪 | 4 | 0 |
| Program Synthesis | 程序合成/自动构建程序 | 2 | 3 |
| Game of Go | 围棋 | 1 | 0 |
| Game of Shogi | 将棋 | 1 | 0 |
| Game of Suduko | 苏杜科游戏 | 1 | 0 |
| Abstract-Strategy Game | 抽象策略游戏 | 0 | 0 |
| Game of Doom | 末日游戏 | 0 | 0 |
| NetHack Game | 网哈克游戏 | 0 | 0 |
| SNES Games | 斯内斯游戏 | 0 | 0 |
| Starcraft II | 星际争霸II | 0 | 0 |
Causal Inference 因果推理
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Common Sense Reasoning | 常识推理 | 12 | 0 |
| Visual Reasoning | 视觉推理 | 3 | 1 |
| Causal Inference | 因果推论 | 1 | 1 |
| Relational Reasoning | 关系推理 | 1 | 0 |
| Commonsense Inference | 常识推理 | 0 | 0 |
| Constituency Grammar Induction | 选区语法归纳 | 0 | 0 |
Knowledge Engineering 知识工程
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Knowledge Graph Completion | 知识图完成 | 4 | 1 |
| Entity Alignment | 实体对齐 | 1 | 0 |
| Medical Relation Extraction | 医疗关系提取 | 1 | 0 |
| Joint Entity and Relation Extraction | 联合实体和关系提取 | 0 | 0 |
| Knowledge Graph Embeddings | 知识图嵌入 | 0 | 0 |
| Open Knowledge Graph Canonicalization | 开放式知识图规范化 | 0 | 0 |
Data Science 数据科学
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Time Series Classification | 时序列分类 | 24 | 0 |
| Click-Through Rate Prediction | 点击率预测 | 17 | 0 |
| Drug Discovery | 药物发现 | 14 | 0 |
| Outlier Detection | 异常值检测 | 10 | 2 |
| Traffic Prediction | 交通流量预测 | 4 | 1 |
| ECG Classification | ECG 分类 | 1 | 1 |
| Length-of-Stay prediction | 停留时间预测 | 1 | 0 |
| Mortality Prediction | 死亡率预测 | 1 | 0 |
| Seizure Prediction | 缉获预测 | 1 | 0 |
| Stock Market Prediction | 股票市场预测 | 1 | 3 |
| Synthetic Data Generation | 合成数据生成 | 1 | 0 |
| Time Series Clustering | 时序列聚类 | 1 | 0 |
| Attention Score Prediction | 注意分数预测 | 0 | 0 |
| ECG Denoising | ECG 去诺辛 | 0 | 0 |
| EEG Artifact Removal | EEG 项目删除 | 0 | 0 |
| EEG emotion recognition | EEG 情绪识别 | 0 | 0 |
| Electron Microscopy Image Segmentation | 电子显微镜图像分割 | 0 | 0 |
| Heart Rate Estimation | 心率估计 | 0 | 0 |
| K-complex detection | K 复杂检测 | 0 | 0 |
| Linear Dynamical Systems Identification | 线性动力系统识别 | 0 | 0 |
| Materials Screening | 材料筛选 | 0 | 0 |
| Multivariate Time Series Imputation | 多变量时序列计算 | 0 | 0 |
| Semanticity Prediction | 语义预测 | 0 | 0 |
| Stock Trend Prediction | 股票趋势预测 | 0 | 0 |
| Total Magnetization | 总磁化 | 0 | 0 |
| Data Mining | 数据挖掘 | 0 | 4 |
| Time Series Forecasting | 时间序列预测 | 0 | 4 |
| Time Series Prediction | 时间序列预测 | 0 | 0 |
Model Optimization 模型优化
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Neural Network Compression | 神经网络压缩 | 0 | 0 |
Information Retrieval (IR) 信息检索
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Drug–drug Interaction Extraction | 药物与药物相互作用提取 | 0 | 0 |
| Scientific Results Extraction | 科学结果提取 | 0 | 0 |
| Information Extraction | 信息提取 | 0 | 6 |
Recommender System 推荐系统
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Collaborative Filtering | 协同过滤 | 0 | 0 |
Autonomous Driving 自动驾驶技术
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Birds Eye View Object Detection | 正投影视图目标检测 | 18 | 0 |
| Autonomous Flight (Dense Forest) | 自主飞行(密集森林) | 0 | 0 |
| Lane Detection | 车道检测 | 0 | 0 |
| Pedestrian Attribute Recognition | 行人属性识别 | 0 | 0 |
| Pedestrian Detection | 行人检测 | 0 | 0 |
| Traffic Sign Recognition | 交通标志识别 | 0 | 0 |
Generative Adversarial Networks (GAN) 生成对抗网络
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Adversarial Defense | 对抗防御 | 8 | 1 |
| Video Generation | 视频生成 | 7 | 1 |
| Representation Learning In Generative Models | 使用表征学习的生成模型 | 0 | 0 |
| Adversarial Attack | 对抗攻击 | 0 | 1 |
Machine Learning (ML) 机器学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Feature Selection | 特征选择 | 26 | 0 |
| Incremental Learning | 增量学习 | 10 | 0 |
| Continual Learning | 持续学习 | 9 | 0 |
| Multi-Label Classification | 多标签分类 | 6 | 0 |
| Metric Learning | 度量学习 | 5 | 0 |
| Intrusion Detection | 入侵检测 | 4 | 1 |
| Sparse Learning | 稀疏学习 | 3 | 0 |
| Music Modeling | 音乐建模 | 2 | 0 |
| Surgical Skills Evaluation | 手术技术评估 | 2 | 0 |
| Type Prediction | 类型预测 | 2 | 0 |
| Event Data Classification | 事件数据分类 | 1 | 0 |
| Feature Engineering | 功能工程 | 1 | 0 |
| Multi-target Regression | 多目标回归 | 1 | 0 |
| Music Source Separation | 音乐源分离 | 1 | 0 |
| Twitter Bot Detection | 推特机器人检测 | 1 | 0 |
| Value Prediction | 价值预测 | 1 | 0 |
| EMG Signal Prediction | EMG 信号预测 | 0 | 0 |
| LWR Classification | LWR 分类 | 0 | 0 |
| Malware Detection | 恶意软件检测 | 0 | 0 |
| Medial knee JRF Prediction | 中年膝盖 JRF 预测 | 0 | 0 |
| Muscle Force Prediction | 肌肉力预测 | 0 | 0 |
| Myocardial infarction detection | 心肌梗塞检测 | 0 | 0 |
| Noise Level Prediction | 噪声级预测 | 0 | 0 |
| Predicting Patient Outcomes | 预测患者结果 | 0 | 0 |
| QRS Complex Detection | QRS 复杂检测 | 0 | 0 |
| Sleep Apnea Detection | 睡眠呼吸暂停检测 | 0 | 0 |
| Sleep Arousal Detection | 睡眠唤醒检测 | 0 | 0 |
| Sleep Quality Prediction | 睡眠质量预测 | 0 | 0 |
| Sleep Stage Detection | 睡眠阶段检测 | 0 | 0 |
| Sparse Representation-based Classification | 基于稀疏表示的分类 | 0 | 0 |
| Spindle Detection | 主轴检测 | 0 | 0 |
| Stroke Classification | 笔划分类 | 0 | 0 |
| Subspace Clustering | 子空间聚类 | 0 | 0 |
Deep Learning (DL) 深度学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Link Prediction | 链接预测 | 52 | 3 |
| Data-to-Text Generation | 数据到文本的生成 | 15 | 1 |
| Neural Architecture Search | 神经结构搜索 | 13 | 0 |
| Protein Secondary Structure Prediction | 蛋白质二级结构预测 | 7 | 0 |
| Code Generation | 代码生成 | 4 | 0 |
| Link Sign Prediction | 链接符号预测 | 4 | 0 |
| Gene Interaction Prediction | 基因相互作用预测 | 2 | 0 |
| Quantization | 量化 | 2 | 1 |
| Lung Nodule Classification | 肺结核分类 | 1 | 0 |
| Lung Nodule Detection | 肺结核检测 | 1 | 0 |
| Music Genre Recognition | 音乐类型识别 | 1 | 0 |
| Pulmonary Embolism Detection | 肺栓塞检测 | 1 | 0 |
| ALS Detection | ALS 检测 | 0 | 0 |
| Atrial Fibrillation Detection | 心房颤动检测 | 0 | 0 |
| Conditional Program Generation | 条件程序生成 | 0 | 0 |
| Congestive Heart Failure detection | 充血性心力衰竭检测 | 0 | 0 |
| Disease Trajectory Forecasting | 疾病轨迹预测 | 0 | 0 |
| Neural Network Compression | 神经网络压缩 | 0 | 0 |
| Outdoor Light Source Estimation | 室外光源估计 | 0 | 0 |
| Pancreas Segmentation | 胰腺分割 | 0 | 0 |
| Pulmonary Artery–Vein Classification | 肺动脉+静脉分类 | 0 | 0 |
| Music Classification | 音乐分类 | 0 | 0 |
Reinforcement Learning (RL) 强化学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| General Reinforcement Learning | 一般强化学习 | 6 | 3 |
| Multi-agent Reinforcement Learning | 多代理强化学习 | 1 | 1 |
Multimodal Learning 多模态学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Cross-Modal Retrieval | 交叉模式检索 | 0 | 0 |
| Multimodal Activity Recognition | 多式联运活动识别 | 0 | 0 |
| Multimodal Emotion Recognition | 多式联运情感识别 | 0 | 0 |
| Multimodal Metaphor Recognition | 多式联运隐喻识别 | 0 | 0 |
| Multimodal Sentiment Analysis | 多式联运情绪分析 | 0 | 0 |
| Multimodal Sleep Stage Detection | 多式联运睡眠阶段检测 | 0 | 0 |
| Multimodal Unsupervised Image-To-Image Translation | 多式联运无监督图像到图像转换 | 0 | 0 |
Transfer Learning 迁移学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Domain Adaptation | 域适应 | 24 | 4 |
| Transfer Learning | 迁移学习/转移学习 | 6 | 3 |
| Cross-Domain Few-Shot | 跨域很少拍摄 | 1 | 1 |
| Cross-Domain Named Entity Recognition | 跨域命名实体识别 | 0 | 0 |
| Domain Generalization | 域泛化 | 0 | 0 |
| Multi-Task Learning | 多任务学习 | 0 | 0 |
| Partial Domain Adaptation | 部分域适应 | 0 | 0 |
| Unsupervised Domain Adaptation | 无监督域适应 | 0 | 0 |
Meta Learning 元学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Few-Shot Learning | 少量样本就快速学习 | 2 | 6 |
| Meta-Learning | 元学习 | 2 | 2 |
| Zero-Shot Learning | 零次学习 | 2 | 2 |
| One-Shot Learning | 一次学习 | 1 | 0 |
| Compositional Zero-Shot Learning | 作文零射学习 | 0 | 0 |
| Few-Shot Object Detection | 很少拍摄的对象检测 | 0 | 0 |
| One-Shot Instance Segmentation | 单次实例分割 | 0 | 0 |
| One-Shot Object Detection | 单次对象检测 | 0 | 0 |
| One-Shot Segmentation | 单次分割 | 0 | 0 |
| Zero-Shot Action Recognition | 零射击动作识别 | 0 | 0 |
| Zero-Shot Object Detection | 零射对象检测 | 0 | 0 |
Self-Supervised Learning 自监督学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Weakly Supervised Action Localization | 弱监督的操作本地化 | 4 | 0 |
| Self-Supervised Action Recognition | 自我监督的操作识别 | 0 | 0 |
| Weakly Supervised Object Detection | 弱监督对象检测 | 0 | 0 |
Semi-Supervised Learning 半监督学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Semi-Supervised Video Object Segmentation | 半监督视频对象分割 | 5 | 1 |
Unsupervised Learning 无监督学习
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Multimodal Unsupervised Image-To-Image Translation | 多式联运无监督图像到图像转换 | 0 | 0 |
| Unsupervised Anomaly Detection | 无监督异常检测 | 0 | 0 |
| Unsupervised Domain Adaptation | 无监督域适应 | 0 | 0 |
| Unsupervised Facial Landmark Detection | 无监督的面部地标检测 | 0 | 0 |
| Unsupervised Person Re-Identification | 无监督的人重新识别 | 0 | 0 |
| Unsupervised Semantic Segmentation | 无监督语义分割 | 0 | 0 |
| Unsupervised Video Object Segmentation | 无监督视频对象分割 | 0 | 0 |
| Unsupervised Video Summarization | 无监督视频汇总 | 0 | 0 |
| Unsupervised image classification | 无监督图像分类 | 0 | 0 |
| Video Frame Interpolation | 视频帧插值 | 0 | 0 |
AI Safety 人工智能安全
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Fraud Detection | 欺诈检测 | 1 | 0 |
| Network Intrusion Detection | 网络入侵检测 | 0 | 0 |
Others 其他
| English | Mandarin | Datasets | Subtasks |
|---|---|---|---|
| Participant Intervention Comparison Outcome Extraction | 参与者干预比较结果提取 | 1 | 0 |
| Instrumentals Detection | 仪器检测 | 0 | 0 |
Contributing
If you feel that some terms need to be fixed or we missed any terms, you can contribute to the Github repository directly.
