Images 8 Graphs 1 Medical 1 Videos 1 3D 0 3d meshes 0 6D 0 Actions 0 Audio 0 Biology 0 Biomedical 0 Cad 0 Dialog 0 EEG 0 Environment 0 Financial 0 Hyperspectral images 0 Interactive 0 LiDAR 0 Lyrics 0 MRI 0 Midi 0 Music 0 PSG 0 Parallel 0 Physics 0 Point cloud 0 RGB Video 0 RGB-D 0 Ranking 0 Replay data 0 Speech 0 Stereo 0 Tables 0 Tabular 0 Texts 0 Time series 0 Tracking 0 fMRI 0

Small Data Image Classification × Question Answering 265 Semantic Segmentation 205 Object Detection 169 Image Classification 146 Language Modelling 123 Reading Comprehension 89 Named Entity Recognition 81 Pose Estimation 77 Action Recognition 75 Text Classification 73 Visual Question Answering 71 Sentiment Analysis 67 Text Generation 66 Domain Adaptation 64 Speech Recognition 62 Data Augmentation 59 Information Retrieval 58 Machine Translation 58 Natural Language Inference 58 Autonomous Driving 54 Text Summarization 54 Depth Estimation 52 Image Generation 52 Natural Language Understanding 50 Relation Extraction 47 Word Embeddings 47 Image Captioning 46 Link Prediction 46 Face Recognition 43 Anomaly Detection 41 Image Retrieval 41 Instance Segmentation 41 Person Re-Identification 41 Multi-Task Learning 40 Coreference Resolution 37 Machine Reading Comprehension 37 Temporal Action Localization 37 Scene Understanding 36 Decision Making 34 Object Recognition 34 Recommendation Systems 34 Semantic Parsing 34 Common Sense Reasoning 33 Abstractive Text Summarization 32 Knowledge Graphs 32 Medical Image Segmentation 32 Object Tracking 32 Graph Classification 31 Image Super-Resolution 29 Emotion Recognition 28 Fine-Grained Image Classification 28 Node Classification 28 Optical Character Recognition 28 Optical Flow Estimation 28 Image-to-Image Translation 26 Video Understanding 26 3D Reconstruction 25 Document Summarization 25 Metric Learning 25 Neural Architecture Search 25 Autonomous Vehicles 24 Face Detection 24 Misinformation 24 Multi-Label Classification 23 Entity Linking 22 Self-Supervised Learning 22 Super-Resolution 22 Trajectory Prediction 22 3D Human Pose Estimation 21 3D Object Detection 21 Action Detection 21 Unsupervised Domain Adaptation 21 Video Captioning 21 Visual Reasoning 21 Activity Recognition 20 Fake News Detection 20 Scene Classification 20 Video Retrieval 20 Action Classification 19 Face Verification 19 Skeleton Based Action Recognition 19 3D Pose Estimation 18 Domain Generalization 18 Facial Expression Recognition 18 Image Clustering 18 Zero-Shot Learning 18 Code Generation 17 Data-to-Text Generation 17 Dialogue Generation 17 Hand Pose Estimation 17 Music Information Retrieval 17 Open-Domain Question Answering 17 Part-Of-Speech Tagging 17 Question Generation 17 Video Question Answering 17 Face Alignment 16 Few-Shot Image Classification 16 Few-Shot Learning 16 Graph Clustering 16 Hate Speech Detection 16 Imitation Learning 16 Meta-Learning 16 Music Generation 16 Scene Text Recognition 16 Sound Event Detection 16 Visual Object Tracking 16 Visual Tracking 16 Word Sense Disambiguation 16 3D Semantic Segmentation 15 Continual Learning 15 Cross-Lingual Transfer 15 Crowd Counting 15 Handwriting Recognition 15 Monocular Depth Estimation 15 Paraphrase Identification 15 Semantic Textual Similarity 15 Style Transfer 15 Video Prediction 15 Audio Classification 14 Density Estimation 14 Emotion Classification 14 Fairness 14 Human-Object Interaction Detection 14 Multi-Object Tracking 14 Salient Object Detection 14 Speech Synthesis 14 Visual Localization 14 Visual Odometry 14 2D Semantic Segmentation 13 3D Hand Pose Estimation 13 Active Learning 13 Computed Tomography (CT) 13 Denoising 13 Face Anti-Spoofing 13 Multi-Document Summarization 13 Object Counting 13 Relation Classification 13 Sign Language Recognition 13 Slot Filling 13 Speech Enhancement 13 Stereo Matching 13 Vision and Language Navigation 13 Visual Navigation 13 Audio Source Separation 12 Cross-Modal Retrieval 12 Fact Verification 12 Gesture Recognition 12 Image Dehazing 12 Image Inpainting 12 Intent Detection 12 Panoptic Segmentation 12 Pedestrian Detection 12 Quantization 12 RGB Salient Object Detection 12 Saliency Detection 12 Scene Recognition 12 Scene Text Detection 12 Stochastic Optimization 12 Unsupervised Anomaly Detection 12 Video Classification 12 Clustering Algorithms Evaluation 11 Document Classification 11 Language Identification 11 Out-of-Distribution Detection 11 Paraphrase Generation 11 Referring Expression Segmentation 11 Robotic Grasping 11 Self-Driving Cars 11 Sentence Embeddings 11 Text Simplification 11 Activity Detection 10 Age Estimation 10 COVID-19 Diagnosis 10 Deblurring 10 DeepFake Detection 10 Dependency Parsing 10 Dimensionality Reduction 10 Facial Landmark Detection 10 Gaze Estimation 10 Hand Gesture Recognition 10 Human Detection 10 Image Compression 10 Multiple Object Tracking 10 Object Localization 10 Real-Time Semantic Segmentation 10 Relational Reasoning 10 Semi-Supervised Image Classification 10 Sentence Classification 10 Simultaneous Localization and Mapping 10 Stance Detection 10 Video Summarization 10 Visual Dialog 10 Weakly Supervised Object Detection 10 Weather Forecasting 10 2D Human Pose Estimation 9 Action Recognition In Videos 9 Animal Pose Estimation 9 Aspect-Based Sentiment Analysis 9 Automatic Post-Editing 9 Code Search 9 Conversational Response Selection 9 Entity Disambiguation 9 Lane Detection 9 Learning-To-Rank 9 Lesion Segmentation 9 Nested Named Entity Recognition 9 Novel View Synthesis 9 Outlier Detection 9 Person Search 9 Trajectory Forecasting 9 Transfer Learning 9 3D Face Reconstruction 8 3D Instance Segmentation 8 Acoustic Scene Classification 8 Dialogue State Tracking 8 Emotion Recognition in Conversation 8 Event Extraction 8 Generalizable Person Re-identification 8 Generalized Zero-Shot Learning 8 Grammatical Error Correction 8 Graph Embedding 8 Handwriting generation 8 Human Part Segmentation 8 Image Denoising 8 Image Enhancement 8 Image Restoration 8 Image/Document Clustering 8 Knowledge Graph Completion 8 Long-tail Learning 8 Low-Light Image Enhancement 8 Motion Estimation 8 Multi-Label Text Classification 8 Real-Time Object Detection 8 Spoken Language Understanding 8 Task-Oriented Dialogue Systems 8 Text-To-Sql 8 Time Series Forecasting 8 Token Classification 8 Vehicle Re-Identification 8 Video Generation 8 Visual Place Recognition 8 motion prediction 8 3D Action Recognition 7 6D Pose Estimation 7 Action Segmentation 7 Automated Theorem Proving 7 Colorectal Polyps Characterization 7 Community Detection 7 Continuous Control 7 Depth Completion 7 Disaster Response 7 Document Layout Analysis 7 Edge Detection 7 Entity Resolution 7 Face Swapping 7 Federated Learning 7 Graph Regression 7 Homography Estimation 7 Human action generation 7 Imputation 7 Incremental Learning 7 Intent Classification 7 Keypoint Detection 7 Knowledge Base Question Answering 7 Learning with noisy labels 7 Lesion Classification 7 Multiple Instance Learning 7 Open Information Extraction 7 Opinion Mining 7 Point Cloud Registration 7 Robot Navigation 7 Semantic Similarity 7 Sequence-to-sequence Language Modeling 7 Single Image Dehazing 7 Source Code Summarization 7 Table Detection 7 Unsupervised Video Object Segmentation 7 Video Frame Interpolation 7 Video Quality Assessment 7 Video Super-Resolution 7 3D Object Recognition 6 Abusive Language 6 Adversarial Robustness 6 Answer Selection 6 Atari Games 6 Audio Generation 6 Brain Tumor Segmentation 6 Chatbot 6 Chinese Reading Comprehension 6 Code Summarization 6 Color Image Denoising 6 Constituency Parsing 6 Curriculum Learning 6 Dictionary Learning 6 Discourse Parsing 6 Document Ranking 6 Entity Typing 6 Goal-Oriented Dialog 6 Graph Matching 6 Hyperspectral Image Classification 6 Image Matting 6 Interactive Segmentation 6 KG-to-Text Generation 6 License Plate Recognition 6 Multi-class Classification 6 Multimodal Activity Recognition 6 Multivariate Time Series Forecasting 6 Music Modeling 6 Music Source Separation 6 Node Clustering 6 Offline RL 6 Program Repair 6 RGB-D Salient Object Detection 6 Sarcasm Detection 6 Scientific Document Summarization 6 Semantic Role Labeling 6 Sentence Embedding 6 Sign Language Translation 6 Speaker Diarization 6 Speech Separation 6 Starcraft 6 Table-to-Text Generation 6 Text-Image Retrieval 6 Text-To-Speech Synthesis 6 Time Series 6 Unsupervised Image Classification 6 Unsupervised Person Re-Identification 6 Video Description 6 Video Inpainting 6 Video Object Detection 6 Video Object Segmentation 6 Video-Based Person Re-Identification 6 Virtual Try-on 6 3D Human Reconstruction 5 6D Pose Estimation using RGB 5 Action Quality Assessment 5 Adversarial Attack 5 Adversarial Defense 5 Audio Tagging 5 AutoML 5 Binarization 5 Boundary Detection 5 Change Point Detection 5 Chinese Named Entity Recognition 5 Class-agnostic Object Detection 5 Code Documentation Generation 5 Colorization 5 Conditional Image Generation 5 Content-Based Image Retrieval 5 Contrastive Learning 5 Core set discovery 5 Dense Video Captioning 5 Dialogue Understanding 5 Drug Discovery 5 EEG 5 Explainable artificial intelligence 5 Face Identification 5 Face Model 5 Face Presentation Attack Detection 5 Face Sketch Synthesis 5 Feature Engineering 5 Fine-Grained Visual Categorization 5 Fine-Grained Visual Recognition 5 Font Recognition 5 Food Recognition 5 Graph Generation 5 Handwritten Text Recognition 5 Head Pose Estimation 5 Human Interaction Recognition 5 Image Quality Assessment 5 Image Registration 5 JPEG Artifact Correction 5 Joint Entity and Relation Extraction 5 Keyword Spotting 5 Language Acquisition 5 Lexical Entailment 5 Lipreading 5 Math Word Problem Solving 5 Mathematical Question Answering 5 Medical Named Entity Recognition 5 Medical Relation Extraction 5 Morphological Analysis 5 Motion Segmentation 5 Multi-Person Pose Estimation 5 Multimodal Sentiment Analysis 5 Music Classification 5 Music Transcription 5 Network Pruning 5 News Classification 5 Object Detection In Aerial Images 5 Object Proposal Generation 5 Online Multi-Object Tracking 5 Partial Domain Adaptation 5 Pedestrian Attribute Recognition 5 Product Recommendation 5 Region Proposal 5 Scene Segmentation 5 Semantic correspondence 5 Semi-Supervised Video Object Segmentation 5 Spatio-Temporal Action Localization 5 Speaker Recognition 5 Stereo Matching Hand 5 Structured Prediction 5 Surface Normals Estimation 5 Text Matching 5 Text-to-Image Generation 5 Time Series Analysis 5 Time Series Classification 5 Topic Models 5 Traffic Prediction 5 Tumor Segmentation 5 Unsupervised Object Segmentation 5 Video Recognition 5 Video Segmentation 5 Video Semantic Segmentation 5 Vision-Language Navigation 5 Weakly-Supervised Named Entity Recognition 5 Zero-Shot Transfer Image Classification 5 3D Face Animation 4 3D Feature Matching 4 3D Medical Imaging Segmentation 4 3D Multi-Object Tracking 4 3D Multi-Person Pose Estimation 4 3D Object Tracking 4 3D Point Cloud Classification 4 Action Anticipation 4 Aesthetics Quality Assessment 4 Autonomous Navigation 4 Bayesian Inference 4 Bias Detection 4 Brain Segmentation 4 Causal Inference 4 Classification with Binary Weight Network 4 Click-Through Rate Prediction 4 Clinical Concept Extraction 4 Color Constancy 4 Community Question Answering 4 Compressive Sensing 4 Cross-Lingual NER 4 Cross-Lingual Question Answering 4 Defect Detection 4 Dialogue Act Classification 4 Discourse Segmentation 4 Egocentric Activity Recognition 4 Environmental Sound Classification 4 Event-based vision 4 Extractive Text Summarization 4 Fact Checking 4 Feature Importance 4 Few-Shot Object Detection 4 Fine-Grained Image Recognition 4 Gaussian Processes 4 General Classification 4 General Reinforcement Learning 4 Genre classification 4 Goal-Oriented Dialogue Systems 4 Graph Representation Learning 4 Grasp Contact Prediction 4 Hand Segmentation 4 Hand-Gesture Recognition 4 Human Pose Forecasting 4 Human robot interaction 4 Image Manipulation 4 Image Stitching 4 Image-based Automatic Meter Reading 4 Keyword Extraction 4 LIDAR Semantic Segmentation 4 License Plate Detection 4 Line Segment Detection 4 Matrix Completion 4 Medical Diagnosis 4 Meter Reading 4 Monocular 3D Object Detection 4 Multi-Label Learning 4 Multi-agent Reinforcement Learning 4 Multi-future Trajectory Prediction 4 Multimodal Deep Learning 4 Multimodal Machine Translation 4 Multimodal Unsupervised Image-To-Image Translation 4 NER 4 Natural Language Visual Grounding 4 Nested Mention Recognition 4 Network Embedding 4 Network Intrusion Detection 4 Open World Object Detection 4 Parameter Prediction 4 Passage Retrieval 4 Patch Matching 4 Physical Simulations 4 Probabilistic Deep Learning 4 Real-Time Strategy Games 4 Rectification 4 Referring Expression Comprehension 4 Remote Sensing Image Classification 4 Retinal Vessel Segmentation 4 Robust Object Detection 4 Saliency Prediction 4 Scene Flow Estimation 4 Scene Generation 4

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