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

EnglishMandarinDatasetsSubtasks
Question Answering问答系统489
Machine Translation机器翻译466
Text Classification该技术2910
Sentiment Analysis情感分析287
Named Entity Recognition命名实体识别/专名辨识257
Document Classification文件密级:181
Relation Extraction关系抽取任务176
Natural Language Inference自然语言推理161
Semantic Parsing语义分析164
Speech Recognition语音识别137
Text Summarization自动摘要137
Dependency Parsing依存句法分析113
Word Sense Disambiguation词义消歧110
Cross-Lingual Document Classification跨语言文档分类101
Entity Linking实体链接100
Aspect-Based Sentiment Analysis基于方面的情感分析93
Text Generation文本生成816
Entity Disambiguation实体消除歧义70
Speech Enhancement语音增强71
Word Alignment字对齐70
Coreference Resolution核心分辨率61
Grammatical Error Correction语法错误纠正61
Multi-Label Classification多标签分类60
Sarcasm Detection讽刺检测60
Speech Separation语音分离61
Conversational Response Selection对话响应选择50
Phrase Grounding短语接地50
Recipe Generation配方生成50
Chunking块状40
Cover Song Identification封面歌曲标识40
Cross-Lingual Bitext Mining跨语言双文本采矿40
Entity Typing实体类型40
Hate Speech Detection仇恨言论检测40
Paraphrase Identification复述检测40
Semantic Textual Similarity语义文本相似性41
Audio Denoising音频去诺化30
Constituency Parsing选区解析31
Hypernym Discovery超名发现30
Intent Detection意图检测30
Question Generation问题生成30
Reading Comprehension机器阅读理解33
Slot Filling插槽填充30
Amr Parsing抽象语义表示20
Bias Detection偏置检测21
Fake News Detection假新闻检测20
Graph-to-Sequence指将图的输入格式转换成序列21
Linguistic Acceptability语言可接受性20
Passage Re-Ranking通行重新排序20
Semantic Role Labeling语义角色标记23
Sign Language Translation手语翻译20
Speech Synthesis语音合成22
Table-to-Text Generation表到文本的生成21
Text Style Transfer文本样式传输21
Text-To-Speech Synthesis文本到语音合成21
Acoustic Novelty Detection声学新颖性检测10
Arabic Text Diacritization阿拉伯语文本分文化10
Audio Generation音频生成11
CCG Supertagging组合范畴语法超标注10
Code Summarization代码汇总11
Counterspeech Detection反信号检测10
Dialog Act Classification对话框行为分类10
Direction of Arrival Estimation到达方向估计10
Entity Alignment实体对齐10
Fact Verification事实验证10
Humor Detection幽默检测10
Language Acquisition语言习得10
Lexical Normalization词法规范化10
Memex Question Answering梅克斯问题解答10
Query Wellformedness格式良好的自然语言问题10
Question Similarity问题相似性11
Representation Learning表征学习111
SQL-to-TextSQL转换文本10
Speaker Diarization扬声器二元化10
Speaker Identification扬声器识别10
Subjectivity Analysis主观性分析10
Text Clustering文本群集11
Text-To-Sql文本到 Sql10
Voice Conversion语音转换10
Abstract Anaphora Resolution摘要 阿纳波拉分辨率00
Accented Speech Recognition强调语音识别00
Acoustic Unit Discovery声学单元发现00
Answer Selection答案选择00
Arrhythmia Detection心律失常检测00
Aspect Extraction方面提取00
Audio Super-Resolution音频超分辨率00
Citation Intent Classification引文意图分类00
Conversation对话00
Cross-Lingual NER跨语言 NER00
Cross-Lingual Natural Language Inference跨语言自然语言推理00
Curved Text Detection曲线文本检测00
Dependency Grammar Induction依赖语法归纳00
Dialogue Act Classification对话法分类00
Dialogue Generation对话生成00
Dialogue State Tracking对话状态跟踪00
Distant Speech Recognition远程语音识别00
Document Embedding文档嵌入00
Drug–drug Interaction Extraction药物与药物相互作用提取00
Emotion Cause Extraction情感原因提取00
Emotion Classification情感分类00
Emotion Recognition in Conversation对话中的情感识别00
Emotion-Cause Pair Extraction情感原因对提取00
Event Detection事件检测00
Fine-Grained Opinion Analysis细粒意见分析00
Grammatical Error Detection语法错误检测00
Heartbeat Classification心跳分类00
KB-to-Language Generation知识库到语言的生成00
Knowledge Base Question Answering知识库问题解答00
Language Modeling语言模型00
Multilingual Machine Comprehension多语种机器理解00
Name Entity Recognition命名实体识别00
Negation Scope Resolution否定范围解析00
Nested Named Entity Recognition嵌套命名实体识别00
Noisy Speech Recognition嘈杂语音识别00
Paper generation纸张生成00
Paraphrase Generation转述生成00
Pos Tagging词性标记00
Predicate Detection谓词检测00
Prosody Prediction普罗索迪预测00
Query-Based Extractive Summarization基于查询的提取汇总00
Question Quality Assessment问题质量评估00
Reader-Aware Summarization读者感知汇总00
Scientific Concept Extraction科学概念提取00
Scientific Results Extraction科学结果提取00
Semantic Equivalence语义等价00
Semantic Role Labeling (predicted predicates)语义角色标记(预测谓词)00
Sentence Classification句子分类00
Speculation Scope Resolution投机范围分辨率00
Speech Dereverberation演讲德弗伯00
Speech Emotion Recognition语音情感识别00
String Transformation字符串转换00
Text Compression文本压缩00
Thai Word Tokenization泰语单词标记00
Timeline Summarization时间轴汇总00
Timex Normalization时间表达式规范化00
Unsupervised Semantic Segmentation无监督语义分割00
Unsupervised Video Summarization无监督视频汇总00
Visual Dialog视觉对话框00
Word Segmentation词分割00
Entity Resolution实体解决方案00
Relation Classification关系分类02
Sentence Embeddings句子嵌入04

Computer Vision (CV) 计算机视觉

EnglishMandarinDatasetsSubtasks
Image Super-Resolution超高分辨率成像474
Graph Classification图分类460
Image Generation图像生成/图像合成4313
Semantic Segmentation语义分割3518
Image Classification图像分类3418
Visual Question Answering视觉问题答案342
3D Object Detection3D 对象检测292
Image Clustering图像聚类274
Image-To-Image Translation图像到图像的转换2710
Object Detection对象检测2723
Action Recognition活动识别224
Image Retrieval图像检索系统208
Fine-Grained Image Classification细粒度图像分类191
Face Verification面部验证161
Hand Gesture Recognition手势识别161
Facial Expression Recognition面部表情识别154
Trajectory Prediction轨迹预测152
Object Localization目标定位任务145
Person Re-Identification人物重新识别147
Person Re-identification人员重新识别147
Density Estimation密度估算130
Pose Estimation姿势估计1314
Community Detection社区检测123
Gesture Recognition手势识别124
Medical Image Segmentation医学图像分割1228
3D Human Pose Estimation3D 人类姿势估计114
Action Classification操作分类111
Interactive Segmentation交互式分段100
Anomaly Detection异常检测96
Scene Text Detection场景文本检测92
Optical Flow Estimation光流估计80
Video Retrieval视频检索81
Graph Regression图形回归70
Out-of-Distribution Detection分布外检测70
Talking Head Generation会说话的头一代71
Temporal Action Localization时态操作本地化75
Video Generation视频生成71
Depth Estimation深度估计67
Face Detection人脸检测61
Face Recognition人脸识别62
Facial Landmark Detection面部地标检测62
Hand Pose Estimation手姿势估计61
Human Interaction Recognition人际交往识别62
Saliency Detection盐度检测63
Video Classification视频分类61
Video Prediction视频预测61
3D Face Reconstruction3D 面部重建51
Compressive Sensing压缩传感50
Edge Detection边缘检测50
Gaze Estimation凝视估计50
Image Dehazing图像除哈辛50
Image Matting图像遮罩50
Instance Segmentation实例分割55
Lipreading唇读50
Video Captioning视频字幕53
3D Multi-Person Pose Estimation3D 多人姿势估计42
3D Reconstruction3D 重建41
Action Quality Assessment行动质量评估40
Depth Completion深度完成40
Document Image Classification文档图像分类40
Horizon Line Estimation地平线线估计40
Image Captioning图像字幕41
Image Inpainting图像画44
Motion Segmentation运动分割40
Novel View Synthesis新视图合成40
Surface Normals Estimation曲面法线估计40
Weakly Supervised Action Localization弱监督的操作本地化40
3D Canonical Hand Pose Estimation3D 规范手姿势估计30
3D Point Cloud Classification3D 点云分类30
6D Pose Estimation6D 姿势估计31
Blink Estimation闪烁估计30
Graph Clustering图形聚类30
Human Part Segmentation人体部分分割30
Human-Object Interaction Detection人-对象交互检测30
Image Reconstruction图像重建31
Object Classification对象分类30
Object Counting对象计数30
Point Cloud Generation点云生成31
Pose Tracking姿势跟踪30
Sketch-Based Image Retrieval基于草图的图像检索31
Stance Detection姿态检测30
Video Object Segmentation视频对象分割34
3D Absolute Human Pose Estimation3D 绝对人类姿势估计21
3D Object Classification3D 对象分类21
3D Object Reconstruction3D 对象重建22
3D Semantic Segmentation3D 语义分割22
3D Shape Modeling3D 形状建模20
Emotion Recognition情感识别27
Human Action Generation人类行动生成21
Line Segment Detection线段检测20
Pneumonia Detection肺炎检测20
Pose Retrieval姿势检索20
Scanpath Prediction扫描路径预测20
Sign Language Recognition手语识别20
Video Summarization视频总结22
3D Hand Pose Estimation3D 手姿势估计12
3D Multi-person Pose Estimation (absolute)3D 多人姿势估计(绝对)10
3D Multi-person Pose Estimation (root-relative)3D 多人姿势估计(相对根)10
3D Shape Reconstruction3D 形状重建11
Activity Prediction活动预测12
Activity Recognition In Videos视频中的活动识别11
Animal Pose Estimation动物姿势估计10
Breast Tumour Classification乳房肿瘤分类10
Camera Localization摄像机本地化11
DeepFake Detection深度故障检测10
Defocus Estimation散焦估计10
Dense Pixel Correspondence Estimation寻找密集像素图像之间的对应关系10
Document Layout Analysis文档布局分析11
Historical Color Image Dating历史彩色图像约会10
Image Compression图像压缩13
Image Cropping图像裁剪10
Image Enhancement图像增强13
Image Recognition图像识别12
Image Registration图像注册10
Lip to Speech Synthesis唇到语合成11
Multi-tissue Nucleus Segmentation多组织核分割10
Optical Character Recognition光学字符识别17
Person Identification人员识别10
Person Retrieval人员检索10
Point Cloud Super Resolution点云超分辨率10
Rain Removal清除雨水11
Robotic Grasping机器人抓握11
Rotated MNIST旋转的 MNIST10
Safety Perception Recognition安全感知辨识10
Scene Parsing场景分析18
Scene Understanding场景了解12
Seizure Detection缉获检测10
Shadow Detection阴影检测11
Table Detection表检测10
Talking Face Generation会说话的脸生成11
Traffic Sign Detection交通标志检测10
Video Reconstruction视频重建10
Vision-Language Navigation视觉语言导航10
3D Facial Expression Recognition3D 面部表情识别00
3D Facial Landmark Localization3D 面部地标本地化00
3D Instance Segmentation3D 实例分割00
3D Medical Imaging Segmentation3D 医疗成像分割00
3D Multi-Object Tracking3D 多对象跟踪00
3D Object Recognition3D 对象识别00
3D Object Reconstruction From A Single Image从单个图像重建 3D 对象00
3D Part Segmentation3D 零件分割00
3D Pose Estimation3D 姿势估计00
3D Room Layouts From A Single RGB Panorama来自单个 RGB 全景的 3D 房间布局00
3D Room Layouts From A Single Rgb Panorama来自单个 Rgb 全景的 3D 房间布局00
3D Semantic Instance Segmentation3D 语义实例分割00
3D Shape Classification3D 形状分类00
3D Shape Retrieval3D 形状检索00
6D Pose Estimation using RGB使用 RGB 进行 6D 姿势估计00
Abnormal Event Detection In Video视频中异常事件检测00
Action Recognition In Videos视频中的操作识别00
Action Segmentation操作分割00
Action Unit Detection操作单元检测00
Aesthetics Quality Assessment美学质量评估00
Age And Gender Classification年龄和性别分类00
Age Estimation年龄估算00
Age-Invariant Face Recognition年龄不变人脸识别00
Anomaly Detection in Edge Streams边缘流中的异常检测00
Blood pressure estimation血压估计00
Brain Image Segmentation脑图像分割00
Building Change Detection生成更改检测00
Cell Segmentation细胞分割00
Classification Consistency分类一致性00
Colorectal Gland Segmentation结肠直肠分段00
Cross-View Image-to-Image Translation交叉查看图像到图像的转换00
Crowd Counting人群计数00
Dense Object Detection密集对象检测00
Depiction Invariant Object Recognition描述不变对象识别00
Disease Detection疾病检测00
Disguised Face Verification伪装面部验证00
Displaced people recognition流离失所者得到承认00
Document Image Dewarping文档图像去扭曲00
Document Image Unwarping文档图像解扭曲00
Drone Navigation无人机导航00
Drone-view Target Localization无人机视图目标本地化00
Egocentric Activity Recognition以自我为中心的活动识别00
Face Alignment面对齐00
Face Anti-Spoofing面防欺骗00
Face Hallucination面部幻觉00
Face Presentation Attack Detection人脸演示攻击检测00
Face Sketch Synthesis面部草图合成00
Facial Action Unit Detection面部动作单元检测00
Facial Beauty Prediction面部美容预测00
Facial Inpainting面部修复/面部完成00
Factual Visual Question Answering事实视觉问题解答00
Gender Prediction性别预测00
Generating 3D Point Clouds生成 3D 点云00
Group Activity Recognition组活动识别00
Hand Gesture-to-Gesture Translation手手势到手势翻译00
Handwritten Digit Recognition手写数字识别00
Head Detection头部检测00
Head Pose Estimation头部姿势估计00
Homography Estimation造影估计00
Human Grasp Contact Prediction人类抓地力接触预测00
Human Instance Segmentation人类实例分割00
Human Pose Estimation人体姿态估计00
Hyperspectral Image Classification超光谱图像分类00
Image Denoising图像去噪00
Image Outpainting图像外漆00
Image Segmentation图像分割00
Interactive Video Object Segmentation交互式视频对象分割00
Keypoint Detection关键点检测00
Layout-to-Image Generation布局到图像的生成00
Lesion Segmentation病变分割00
License Plate Recognition牌照识别00
Liver Segmentation肝脏分割00
Low-Light Image Enhancement低光图像增强00
Lung Nodule Segmentation肺结核分割00
Medical Object Detection医疗对象检测00
Monocular Depth Estimation单目深度估计00
Multi-Human Parsing多人解析00
Multi-Person Pose Estimation多人姿势估计00
Multi-view Subspace Clustering多视图子空间群集00
Multimodal Unsupervised Image-To-Image Translation多式联运无监督图像到图像转换00
Multiple Object Forecasting多个对象预测00
Multiple Object Tracking多个对象跟踪00
Nuclear Segmentation核分段00
Object Proposal Generation对象建议生成00
Object Skeleton Detection对象骨架检测00
Occluded Face Detection遮挡人脸检测00
One-Shot 3D Action Recognition单次三拍动作识别00
One-Shot Object Detection单次对象检测00
Online Multi-Object Tracking在线多对象跟踪00
Pancreas Segmentation胰腺分割00
Panoptic Segmentation泛视分割00
People Recognition人员认可00
Photo Geolocation Estimation照片地理位置估算00
Pixel-By-Pixel Classification在像素层面上进行分类00
Point Cloud Completion点云完成00
Pose Transfer姿势转移00
RF-based Pose Estimation基于射频的姿势估计00
Real-Time Object Detection实时对象检测00
Real-time Instance Segmentation实时实例细分00
Retinal Vessel Segmentation视网膜血管分割00
Robust Object Detection强大的对象检测00
Scene Graph Generation场景图形生成00
Scene Recognition场景识别00
Scene Segmentation场景分割00
Self-Supervised Action Recognition自我监督的操作识别00
Semantic Part Detection语义零件检测00
Semi-Supervised Image Classification半监督图像分类00
Sequential Image Classification顺序图像分类00
Single-Image-Based Hdr Reconstruction基于单图像的 Hdr 重建00
Skeleton Based Action Recognition基于骨架的操作识别00
Skin Cancer Segmentation皮肤癌分割00
Smile Recognition微笑识别00
Speaker-Specific Lip to Speech Synthesis扬声器特定唇部语音合成00
Steering Control转向控制00
Stereo Depth Estimation立体深度估计00
Synthetic-to-Real Translation合成到真实翻译00
Temporal Action Proposal Generation临时操作建议生成00
Text-To-Image Generation文本到图像生成00
Text-to-Image Generation文本到图像的生成00
Trajectory Forecasting轨迹预测00
Unsupervised Facial Landmark Detection无监督的面部地标检测00
Unsupervised Person Re-Identification无监督的人重新识别00
Unsupervised image classification无监督图像分类00
Vector Graphics Animation矢量图形动画00
Vehicle Re-Identification车辆重新识别00
Video Deinterlacing视频去隔行扫描00
Video Denoising视频去诺化00
Video Frame Interpolation视频帧插值00
Video Image Super-Resolution视频超分辨率00
Video Object Detection视频对象检测00
Video Story QA视频故事 QA00
Video-to-Video Synthesis视频到视频合成00
Visual Object Tracking视觉对象跟踪00
Visual Storytelling视觉讲故事00
Volumetric Medical Image Segmentation体积医学图像分割00
Weakly Supervised Object Detection弱监督对象检测00
Weakly-Supervised Semantic Segmentation弱监督语义分割00
Weakly-supervised Temporal Action Localization监督不力的时态操作本地化00
Zero-Shot Action Recognition零射击动作识别00
Zero-Shot Object Detection零射对象检测00
Face Generation人脸生成03
Graph Generation图表生成00
Image Matching图像匹配02
Object Segmentation对象分割01
Visual Tracking视觉跟踪03

Robotics 机器人技术

EnglishMandarinDatasetsSubtasks
Visual Navigation视觉导航40
Robotic Grasping机器人抓握11
PointGoal Navigation点目标导航00
Visual Odometry视觉测光仪01

Basic Theory 基础理论

EnglishMandarinDatasetsSubtasks
Node Classification节点分类601
Continuous Control连续控制代492
Quantization量化21
Multi-Armed Bandits多武装强盗10
Pain Intensity Regression疼痛强度回归预测10
Arithmetic算术00
Physical Object Perception物理对象感知/物理对象识别00

Optimization 运筹优化

EnglishMandarinDatasetsSubtasks
Atari Games雅达利电子游戏621
Neural Architecture Search神经结构搜索130
Automated Theorem Proving自动定理证明60
Network Pruning网络修剪40
Program Synthesis程序合成/自动构建程序23
Game of Go围棋10
Game of Shogi将棋10
Game of Suduko苏杜科游戏10
Abstract-Strategy Game抽象策略游戏00
Game of Doom末日游戏00
NetHack Game网哈克游戏00
SNES Games斯内斯游戏00
Starcraft II星际争霸II00

Causal Inference 因果推理

EnglishMandarinDatasetsSubtasks
Common Sense Reasoning常识推理120
Visual Reasoning视觉推理31
Causal Inference因果推论11
Relational Reasoning关系推理10
Commonsense Inference常识推理00
Constituency Grammar Induction选区语法归纳00

Knowledge Engineering 知识工程

EnglishMandarinDatasetsSubtasks
Knowledge Graph Completion知识图完成41
Entity Alignment实体对齐10
Medical Relation Extraction医疗关系提取10
Joint Entity and Relation Extraction联合实体和关系提取00
Knowledge Graph Embeddings知识图嵌入00
Open Knowledge Graph Canonicalization开放式知识图规范化00

Data Science 数据科学

EnglishMandarinDatasetsSubtasks
Time Series Classification时序列分类240
Click-Through Rate Prediction点击率预测170
Drug Discovery药物发现140
Outlier Detection异常值检测102
Traffic Prediction交通流量预测41
ECG ClassificationECG 分类11
Length-of-Stay prediction停留时间预测10
Mortality Prediction死亡率预测10
Seizure Prediction缉获预测10
Stock Market Prediction股票市场预测13
Synthetic Data Generation合成数据生成10
Time Series Clustering时序列聚类10
Attention Score Prediction注意分数预测00
ECG DenoisingECG 去诺辛00
EEG Artifact RemovalEEG 项目删除00
EEG emotion recognitionEEG 情绪识别00
Electron Microscopy Image Segmentation电子显微镜图像分割00
Heart Rate Estimation心率估计00
K-complex detectionK 复杂检测00
Linear Dynamical Systems Identification线性动力系统识别00
Materials Screening材料筛选00
Multivariate Time Series Imputation多变量时序列计算00
Semanticity Prediction语义预测00
Stock Trend Prediction股票趋势预测00
Total Magnetization总磁化00
Data Mining数据挖掘04
Time Series Forecasting时间序列预测04
Time Series Prediction时间序列预测00

Model Optimization 模型优化

EnglishMandarinDatasetsSubtasks
Neural Network Compression神经网络压缩00

Information Retrieval (IR) 信息检索

EnglishMandarinDatasetsSubtasks
Drug–drug Interaction Extraction药物与药物相互作用提取00
Scientific Results Extraction科学结果提取00
Information Extraction信息提取06

Recommender System 推荐系统

EnglishMandarinDatasetsSubtasks
Collaborative Filtering协同过滤00

Autonomous Driving 自动驾驶技术

EnglishMandarinDatasetsSubtasks
Birds Eye View Object Detection正投影视图目标检测180
Autonomous Flight (Dense Forest)自主飞行(密集森林)00
Lane Detection车道检测00
Pedestrian Attribute Recognition行人属性识别00
Pedestrian Detection行人检测00
Traffic Sign Recognition交通标志识别00

Generative Adversarial Networks (GAN) 生成对抗网络

EnglishMandarinDatasetsSubtasks
Adversarial Defense对抗防御81
Video Generation视频生成71
Representation Learning In Generative Models使用表征学习的生成模型00
Adversarial Attack对抗攻击01

Machine Learning (ML) 机器学习

EnglishMandarinDatasetsSubtasks
Feature Selection特征选择260
Incremental Learning增量学习100
Continual Learning持续学习90
Multi-Label Classification多标签分类60
Metric Learning度量学习50
Intrusion Detection入侵检测41
Sparse Learning稀疏学习30
Music Modeling音乐建模20
Surgical Skills Evaluation手术技术评估20
Type Prediction类型预测20
Event Data Classification事件数据分类10
Feature Engineering功能工程10
Multi-target Regression多目标回归10
Music Source Separation音乐源分离10
Twitter Bot Detection推特机器人检测10
Value Prediction价值预测10
EMG Signal PredictionEMG 信号预测00
LWR ClassificationLWR 分类00
Malware Detection恶意软件检测00
Medial knee JRF Prediction中年膝盖 JRF 预测00
Muscle Force Prediction肌肉力预测00
Myocardial infarction detection心肌梗塞检测00
Noise Level Prediction噪声级预测00
Predicting Patient Outcomes预测患者结果00
QRS Complex DetectionQRS 复杂检测00
Sleep Apnea Detection睡眠呼吸暂停检测00
Sleep Arousal Detection睡眠唤醒检测00
Sleep Quality Prediction睡眠质量预测00
Sleep Stage Detection睡眠阶段检测00
Sparse Representation-based Classification基于稀疏表示的分类00
Spindle Detection主轴检测00
Stroke Classification笔划分类00
Subspace Clustering子空间聚类00

Deep Learning (DL) 深度学习

EnglishMandarinDatasetsSubtasks
Link Prediction链接预测523
Data-to-Text Generation数据到文本的生成151
Neural Architecture Search神经结构搜索130
Protein Secondary Structure Prediction蛋白质二级结构预测70
Code Generation代码生成40
Link Sign Prediction链接符号预测40
Gene Interaction Prediction基因相互作用预测20
Quantization量化21
Lung Nodule Classification肺结核分类10
Lung Nodule Detection肺结核检测10
Music Genre Recognition音乐类型识别10
Pulmonary Embolism Detection肺栓塞检测10
ALS DetectionALS 检测00
Atrial Fibrillation Detection心房颤动检测00
Conditional Program Generation条件程序生成00
Congestive Heart Failure detection充血性心力衰竭检测00
Disease Trajectory Forecasting疾病轨迹预测00
Neural Network Compression神经网络压缩00
Outdoor Light Source Estimation室外光源估计00
Pancreas Segmentation胰腺分割00
Pulmonary Artery–Vein Classification肺动脉+静脉分类00
Music Classification音乐分类00

Reinforcement Learning (RL) 强化学习

EnglishMandarinDatasetsSubtasks
General Reinforcement Learning一般强化学习63
Multi-agent Reinforcement Learning多代理强化学习11

Multimodal Learning 多模态学习

EnglishMandarinDatasetsSubtasks
Cross-Modal Retrieval交叉模式检索00
Multimodal Activity Recognition多式联运活动识别00
Multimodal Emotion Recognition多式联运情感识别00
Multimodal Metaphor Recognition多式联运隐喻识别00
Multimodal Sentiment Analysis多式联运情绪分析00
Multimodal Sleep Stage Detection多式联运睡眠阶段检测00
Multimodal Unsupervised Image-To-Image Translation多式联运无监督图像到图像转换00

Transfer Learning 迁移学习

EnglishMandarinDatasetsSubtasks
Domain Adaptation域适应244
Transfer Learning迁移学习/转移学习63
Cross-Domain Few-Shot跨域很少拍摄11
Cross-Domain Named Entity Recognition跨域命名实体识别00
Domain Generalization域泛化00
Multi-Task Learning多任务学习00
Partial Domain Adaptation部分域适应00
Unsupervised Domain Adaptation无监督域适应00

Meta Learning 元学习

EnglishMandarinDatasetsSubtasks
Few-Shot Learning少量样本就快速学习26
Meta-Learning元学习22
Zero-Shot Learning零次学习22
One-Shot Learning一次学习10
Compositional Zero-Shot Learning作文零射学习00
Few-Shot Object Detection很少拍摄的对象检测00
One-Shot Instance Segmentation单次实例分割00
One-Shot Object Detection单次对象检测00
One-Shot Segmentation单次分割00
Zero-Shot Action Recognition零射击动作识别00
Zero-Shot Object Detection零射对象检测00

Self-Supervised Learning 自监督学习

EnglishMandarinDatasetsSubtasks
Weakly Supervised Action Localization弱监督的操作本地化40
Self-Supervised Action Recognition自我监督的操作识别00
Weakly Supervised Object Detection弱监督对象检测00

Semi-Supervised Learning 半监督学习

EnglishMandarinDatasetsSubtasks
Semi-Supervised Video Object Segmentation半监督视频对象分割51

Unsupervised Learning 无监督学习

EnglishMandarinDatasetsSubtasks
Multimodal Unsupervised Image-To-Image Translation多式联运无监督图像到图像转换00
Unsupervised Anomaly Detection无监督异常检测00
Unsupervised Domain Adaptation无监督域适应00
Unsupervised Facial Landmark Detection无监督的面部地标检测00
Unsupervised Person Re-Identification无监督的人重新识别00
Unsupervised Semantic Segmentation无监督语义分割00
Unsupervised Video Object Segmentation无监督视频对象分割00
Unsupervised Video Summarization无监督视频汇总00
Unsupervised image classification无监督图像分类00
Video Frame Interpolation视频帧插值00

AI Safety 人工智能安全

EnglishMandarinDatasetsSubtasks
Fraud Detection欺诈检测10
Network Intrusion Detection网络入侵检测00

Others 其他

EnglishMandarinDatasetsSubtasks
Participant Intervention Comparison Outcome Extraction参与者干预比较结果提取10
Instrumentals Detection仪器检测00

Contributing

If you feel that some terms need to be fixed or we missed any terms, you can contribute to the Github repository directly.