Images 7 3D 1 LiDAR 1 Point cloud 1 RGB-D 1 Texts 1 3d meshes 0 6D 0 Actions 0 Audio 0 Biology 0 Biomedical 0 Cad 0 Dialog 0 EEG 0 Environment 0 Financial 0 Graphs 0 Hyperspectral images 0 Interactive 0 Lyrics 0 MRI 0 Medical 0 Midi 0 Music 0 PSG 0 Parallel 0 Physics 0 RGB Video 0 Ranking 0 Replay data 0 Speech 0 Stereo 0 Tables 0 Tabular 0 Time series 0 Tracking 0 Videos 0 fMRI 0

Generalized Zero-Shot Learning × Question Answering 360 Semantic Segmentation 311 Object Detection 261 Image Classification 240 Language Modelling 157 Text Generation 150 Text Classification 148 Classification 125 Named Entity Recognition (NER) 122 Pose Estimation 113 Visual Question Answering (VQA) 112 Action Recognition 105 Anomaly Detection 95 Reading Comprehension 95 Sentiment Analysis 93 Domain Adaptation 88 Speech Recognition 87 Text Summarization 87 Information Retrieval 82 Instance Segmentation 82 Natural Language Inference 77 Machine Translation 76 Image Retrieval 75 Relation Extraction 74 Natural Language Understanding 71 Depth Estimation 70 Node Classification 69 Image Generation 67 Autonomous Driving 66 Image Captioning 65 Data Augmentation 63 Link Prediction 63 Face Recognition 61 Object Tracking 61 2D Object Detection 57 2D Semantic Segmentation 57 Person Re-Identification 57 Multi-Task Learning 55 3D Reconstruction 54 Recommendation Systems 54 Common Sense Reasoning 52 Word Embeddings 52 3D Object Detection 48 Abstractive Text Summarization 48 3D Human Pose Estimation 46 Graph Classification 46 Emotion Recognition 45 Code Generation 43 Coreference Resolution 43 Medical Image Segmentation 43 Scene Understanding 43 Object Recognition 42 Optical Character Recognition (OCR) 42 Semantic Parsing 42 Temporal Action Localization 42 Video Understanding 42 Few-Shot Learning 41 Knowledge Graphs 41 Machine Reading Comprehension 41 Self-Supervised Learning 41 Visual Reasoning 41 Hate Speech Detection 39 Image Super-Resolution 39 Decision Making 38 Entity Linking 38 Misinformation 38 Multi-Object Tracking 37 Face Detection 36 Fine-Grained Image Classification 36 Audio Classification 34 Trajectory Prediction 34 Action Detection 33 Novel View Synthesis 33 Optical Flow Estimation 33 Panoptic Segmentation 32 Video Captioning 32 Video Question Answering 32 3D Semantic Segmentation 31 Dialogue Generation 31 Metric Learning 31 Stance Detection 31 Unsupervised Domain Adaptation 31 Video Retrieval 31 Action Classification 30 3D Pose Estimation 29 Activity Recognition 29 Continual Learning 29 Facial Expression Recognition (FER) 29 Image-to-Image Translation 29 Skeleton Based Action Recognition 29 Zero-Shot Learning 29 Document Summarization 28 Time Series Forecasting 28 Token Classification 28 Autonomous Vehicles 27 Emotion Classification 27 Multi-Label Classification 27 Neural Architecture Search 27 Scene Text Recognition 27 Monocular Depth Estimation 26 Open-Domain Question Answering 26 Part-Of-Speech Tagging 26 Sequence-to-sequence Language Modeling 26 Visual Object Tracking 26 Visual Tracking 26 Domain Generalization 25 Fake News Detection 25 Question Generation 25 Retrieval 25 Drug Discovery 24 Music Generation 24 NER 24 Video Prediction 24 Automatic Speech Recognition (ASR) 23 Few-Shot Image Classification 23 Music Information Retrieval 23 Object Counting 23 Unsupervised Anomaly Detection 23 2D Human Pose Estimation 22 Data-to-Text Generation 22 Hand Pose Estimation 22 Human-Object Interaction Detection 22 Relation Classification 22 Face Verification 21 Low-Light Image Enhancement 21 Out-of-Distribution Detection 21 Visual Odometry 21 Cross-Modal Retrieval 20 Denoising 20 Fairness 20 Handwriting Recognition 20 Image Clustering 20 Image Segmentation 20 Intent Detection 20 Scene Classification 20 Slot Filling 20 Time Series Analysis 20 Age Estimation 19 Crowd Counting 19 Meta-Learning 19 Molecular Property Prediction 19 Speech Synthesis 19 Super-Resolution 19 Task-Oriented Dialogue Systems 19 Text Simplification 19 Visual Localization 19 Visual Place Recognition 19 Visual Question Answering 19 Aspect-Based Sentiment Analysis (ABSA) 18 Cell Segmentation 18 DeepFake Detection 18 Imitation Learning 18 Language Identification 18 Quantization 18 Sign Language Recognition 18 Simultaneous Localization and Mapping 18 Sound Event Detection 18 Speech Emotion Recognition 18 Speech Enhancement 18 Text-to-Image Generation 18 Traffic Prediction 18 6D Pose Estimation 17 Action Recognition In Videos 17 Animal Pose Estimation 17 Binarization 17 Face Alignment 17 Face Anti-Spoofing 17 Graph Clustering 17 Graph Regression 17 Motor Imagery Decoding (left-hand vs right-hand) 17 Multimodal Deep Learning 17 Paraphrase Identification 17 SMAC+ 17 Semantic Textual Similarity 17 Stereo Matching 17 Text-To-Speech Synthesis 17 Video Classification 17 3D Hand Pose Estimation 16 Action Segmentation 16 Cross-Lingual Transfer 16 Image Dehazing 16 Image Inpainting 16 Knowledge Graph Completion 16 Long-tail Learning 16 Math Word Problem Solving 16 Object Localization 16 Paraphrase Generation 16 Prompt Engineering 16 RGB Salient Object Detection 16 Robotic Grasping 16 Salient Object Detection 16 Speech Separation 16 Style Transfer 16 Time Series Classification 16 Video Object Segmentation 16 Visual Navigation 16 Active Learning 15 Document Classification 15 Facial Landmark Detection 15 Gaze Estimation 15 Grammatical Error Correction 15 Image Denoising 15 Image Enhancement 15 Mathematical Reasoning 15 Medical Diagnosis 15 Multiple Object Tracking 15 Node Classification on Non-Homophilic (Heterophilic) Graphs 15 Reinforcement Learning (RL) 15 Scene Recognition 15 Scene Text Detection 15 Translation 15 3D Action Recognition 14 Change Detection 14 Computed Tomography (CT) 14 Deblurring 14 Dependency Parsing 14 Fact Verification 14 Instruction Following 14 Joint Entity and Relation Extraction 14 Lane Detection 14 Multi-Document Summarization 14 Node Clustering 14 Self-Driving Cars 14 Semantic Role Labeling 14 Spoken Language Understanding 14 Text-To-SQL 14 Trajectory Forecasting 14 Word Sense Disambiguation 14 Zero-shot Text Search 14 3D Human Reconstruction 13 3D Instance Segmentation 13 Audio Source Separation 13 Clustering Algorithms Evaluation 13 Density Estimation 13 Emotion Recognition in Conversation 13 Event Extraction 13 Hand Gesture Recognition 13 Intent Classification 13 License Plate Recognition 13 Motion Synthesis 13 Open Information Extraction 13 Pedestrian Detection 13 Robot Navigation 13 Sarcasm Detection 13 Semi-Supervised Video Object Segmentation 13 Sentence Classification 13 Transfer Learning 13 Video Generation 13 Activity Detection 12 Binary Classification 12 Disentanglement 12 Entity Disambiguation 12 Gesture Recognition 12 Human Detection 12 Image Quality Assessment 12 Learning with noisy labels 12 Lesion Segmentation 12 Semi-Supervised Image Classification 12 Single-View 3D Reconstruction 12 Text Retrieval 12 Topic Models 12 Video Quality Assessment 12 Video Summarization 12 Video Super-Resolution 12 Vision and Language Navigation 12 Weakly Supervised Object Detection 12 Weather Forecasting 12 3D Classification 11 3D Face Reconstruction 11 3D Object Tracking 11 Automatic Speech Recognition 11 Community Detection 11 Conversational Response Selection 11 Dialogue State Tracking 11 Entity Resolution 11 Entity Typing 11 Image Registration 11 Image Restoration 11 Keypoint Detection 11 Logical Reasoning 11 Motion Forecasting 11 Multi-Label Text Classification 11 Multi-class Classification 11 Network Intrusion Detection 11 Open-Domain Dialog 11 Real-Time Semantic Segmentation 11 Relational Reasoning 11 Saliency Detection 11 Semantic Similarity 11 Semi-Supervised Semantic Segmentation 11 Sign Language Translation 11 Stochastic Optimization 11 Surface Normals Estimation 11 Video Frame Interpolation 11 Zero-Shot Video Question Answer 11 motion prediction 11 Acoustic Scene Classification 10 Answer Selection 10 Boundary Detection 10 COVID-19 Diagnosis 10 Code Search 10 Column Type Annotation 10 Contrastive Learning 10 Depth Completion 10 Dimensionality Reduction 10 Facial Attribute Classification 10 Federated Learning 10 Graph Embedding 10 Image Compression 10 Imputation 10 Named Entity Recognition 10 Nested Named Entity Recognition 10 Object Detection In Indoor Scenes 10 Outlier Detection 10 Referring Expression Segmentation 10 Sentence Embeddings 10 Small Object Detection 10 Table annotation 10 Time Series Prediction 10 Unsupervised Object Segmentation 10 Video Object Tracking 10 Virtual Try-on 10 3D Medical Imaging Segmentation 9 Abusive Language 9 Adversarial Robustness 9 Automatic Post-Editing 9 Citation Recommendation 9 Code Completion 9 Continuous Control 9 Conversational Question Answering 9 Cross-Lingual NER 9 Dialogue Understanding 9 Edge Detection 9 Few-Shot Audio Classification 9 Fine-Grained Image Recognition 9 Fraud Detection 9 Gait Recognition 9 Graph Matching 9 Handwriting generation 9 Head Pose Estimation 9 Incremental Learning 9 License Plate Detection 9 Material Recognition 9 Medical Image Classification 9 News Classification 9 Opinion Mining 9 Point Cloud Registration 9 Sentiment Classification 9 Speaker Diarization 9 Unsupervised Person Re-Identification 9 Video Inpainting 9 Video Object Detection 9 Video Recognition 9 Visual Dialog 9 2D Pose Estimation 8 3D Depth Estimation 8 Ad-hoc video search 8 Adversarial Attack 8 Audio Generation 8 Audio Tagging 8 Automated Theorem Proving 8 Causal Inference 8 Chart Question Answering 8 Code Translation 8 Color Image Denoising 8 Defect Detection 8 Discourse Parsing 8 Document Layout Analysis 8 ECG Classification 8 Entity Alignment 8 Event-based vision 8 Explanation Generation 8 Face Swapping 8 Fact Checking 8 Font Recognition 8 General Classification 8 Generalizable Person Re-identification 8 Handwritten Text Recognition 8 Human Activity Recognition 8 Key Information Extraction 8 Medical Image Registration 8 Multi-Label Image Classification 8 Multi-Label Learning 8 Multi-agent Reinforcement Learning 8 Music Transcription 8 Online Multi-Object Tracking 8 Person Search 8 Pose Tracking 8 Referring Expression Comprehension 8 Scene Generation 8 Segmentation 8 Temporal Tagging 8 Text-to-Video Generation 8 Time Series 8 Tumor Segmentation 8 Unsupervised Video Object Segmentation 8 Vehicle Re-Identification 8 Video Segmentation 8 regression 8 3D Human Shape Estimation 7 3D Multi-Object Tracking 7 3D Object Recognition 7 3D Shape Reconstruction 7 Action Anticipation 7 Action Quality Assessment 7 AutoML 7 Bias Detection 7 Blind Super-Resolution 7 Change Point Detection 7 Chatbot 7 Chinese Reading Comprehension 7 Code Summarization 7 Colorectal Polyps Characterization 7 Conditional Image Generation 7 Data Integration 7 Dense Video Captioning 7 Dialogue Act Classification 7 Disaster Response 7 Dynamic Link Prediction 7 Electroencephalogram (EEG) 7 Event Detection 7 Explainable artificial intelligence 7 Food Recognition 7 Formation Energy 7 Human Part Segmentation 7 KG-to-Text Generation 7 Keyword Spotting 7 Knowledge Base Question Answering 7 Multimodal Activity Recognition 7 Multimodal Emotion Recognition 7 Multiple-choice 7 Multiview Detection 7 Passage Retrieval 7 Physical Simulations 7 Product Recommendation 7 Program Repair 7 Remote Sensing Image Classification 7 Robust Object Detection 7 Single Image Dehazing 7 Skin Lesion Classification 7 Source Code Summarization 7 Stance Classification 7 Table Detection 7 Text Segmentation 7 Traffic Sign Recognition 7 Translation deu-eng 7 Translation eng-deu 7 Unsupervised Semantic Segmentation with Language-image Pre-training 7 Video Anomaly Detection 7 Video Grounding 7 Video Semantic Segmentation 7 Zero-Shot Transfer Image Classification 7 3D Absolute Human Pose Estimation 6 3D Face Animation 6 3D Object Classification 6 3D Object Reconstruction 6 3D Part Segmentation 6 3D Point Cloud Classification 6 6D Pose Estimation using RGB 6 6D Pose Estimation using RGBD 6 Argument Mining 6 Atari Games 6 Audio-Visual Speech Recognition 6 Band Gap 6 Bayesian Inference 6 Body Detection 6 Breast Cancer Detection 6 Camouflaged Object Segmentation 6 Click-Through Rate Prediction 6 Code Classification 6 Code Repair 6 Colorization 6 Compositional Zero-Shot Learning 6 Constituency Parsing 6 Cross-Domain Few-Shot 6 Cross-Lingual Question Answering 6 Dialogue Evaluation 6 Dictionary Learning 6 Egocentric Pose Estimation 6 Emotion Recognition in Context 6 Environmental Sound Classification 6 Extreme Summarization 6 Facial Emotion Recognition 6 Few-Shot Object Detection 6 Gesture Generation 6 Graph Learning 6 Heart rate estimation 6 Hierarchical Multi-label Classification 6 Human Interaction Recognition 6 Hyperspectral Image Classification 6 Lesion Classification 6 Medical Visual Question Answering 6 Motion Estimation 6 Multi-Person Pose Estimation 6 Multiple Instance Learning 6 Multivariate Time Series Forecasting 6 Multivariate Time Series Imputation 6 Person Identification 6 Real-Time Object Detection 6

Arabic 1 Chinese 1 English 1 Abkhazian 0 Achinese 0 Adyghe 0 Afar 0 Afrikaans 0 Akan 0 Akkadian 0 Akuntsu 0 Albanian 0 American Sign Language 0 Amharic 0 Ancient Greek 0 Ancient Hebrew 0 Apurinã 0 Aragonese 0 Argentine Sign Language 0 Armenian 0 Arpitan 0 Assamese 0 Assyrian Neo-Aramaic 0 Asturian 0 Avaric 0 Aymara 0 Azerbaijani 0 Bambara 0 Bangala 0 Bangladeshi Sign Language 0 Banjar 0 Bashkir 0 Basque 0 Bavarian 0 Belarusian 0 Bemba (Zambia) 0 Bengali 0 Bhojpuri 0 Bishnupriya 0 Bislama 0 Bodo (India) 0 Bosnian 0 Breton 0 Buginese 0 Bulgarian 0 Burmese 0 Catalan 0 Cebuano 0 Central Bikol 0 Central Khmer 0 Central Kurdish 0 Central Pashto 0 Chamorro 0 Chavacano 0 Chechen 0 Cherokee 0 Cheyenne 0 Choctaw 0 Chukot 0 Church Slavic 0 Chuvash 0 Congo Swahili 0 Coptic 0 Cornish 0 Corsican 0 Cree 0 Creek 0 Crimean Tatar 0 Croatian 0 Czech 0 Danish 0 Dhivehi 0 Dimli (individual language) 0 Dogri (individual language) 0 Dogri (macrolanguage) 0 Dutch 0 Dzongkha 0 Eastern Mari 0 Egyptian Arabic 0 Erzya 0 Esperanto 0 Estonian 0 Ewe 0 Extremaduran 0 Faroese 0 Fiji Hindi 0 Fijian 0 Filipino 0 Finnish 0 Fon 0 French 0 Friulian 0 Fulah 0 Gagauz 0 Galician 0 Gan Chinese 0 Ganda 0 Geez 0 Georgian 0 German 0 German Sign Language 0 Gilaki 0 Goan Konkani 0 Gothic 0 Greek 0 Greek Sign Language 0 Guarani 0 Gujarati 0 Gulf Arabic 0 Haitian 0 Hakha Chin 0 Hakka Chinese 0 Halh Mongolian 0 Hausa 0 Hawaiian 0 Hebrew 0 Herero 0 Hindi 0 Hiri Motu 0 Hungarian 0 Icelandic 0 Ido 0 Igbo 0 Iloko 0 Indonesian 0 Interlingua (International Auxiliary Language Association) 0 Interlingue 0 Inuktitut 0 Inupiaq 0 Iranian Persian 0 Irish 0 Italian 0 Jamaican Creole English 0 Japanese 0 Javanese 0 Jejueo 0 Kabardian 0 Kabuverdianu 0 Kabyle 0 Kachin 0 Kalaallisut 0 Kalmyk 0 Kannada 0 Kanuri 0 Kara-Kalpak 0 Karachay-Balkar 0 Karelian 0 Kashmiri 0 Kashubian 0 Kazakh 0 Khunsari 0 Kikuyu 0 Kinyarwanda 0 Kirghiz 0 Komi 0 Komi-Permyak 0 Komi-Zyrian 0 Kongo 0 Korean 0 Krio 0 Kuanyama 0 Kurdish 0 Kölsch 0 Ladino 0 Lak 0 Lao 0 Latgalian 0 Latin 0 Latvian 0 Lezghian 0 Ligurian 0 Limburgan 0 Lingala 0 Literary Chinese 0 Lithuanian 0 Livvi 0 Lojban 0 Lombard 0 Low German 0 Lower Sorbian 0 Lozi 0 Lunda 0 Luo (Cameroon) 0 Luo (Kenya and Tanzania) 0 Lushai 0 Luxembourgish 0 Macedonian 0 Maithili 0 Malagasy 0 Malay (individual language) 0 Malay (macrolanguage) 0 Malayalam 0 Maltese 0 Mandarin Chinese 0 Manipuri 0 Manx 0 Maori 0 Marathi 0 Marshallese 0 Mazanderani 0 Mbyá Guaraní 0 Mesopotamian Arabic 0 Min Dong Chinese 0 Minangkabau 0 Mingrelian 0 Mirandese 0 Modern Greek 0 Modern Greek (1453-) 0 Moksha 0 Mongolian 0 Moroccan Arabic 0 Multilingual 0 Mundurukú 0 Najdi Arabic 0 Narom 0 Nauru 0 Navajo 0 Naxi 0 Nayini 0 Ndonga 0 Neapolitan 0 Nepali (individual language) 0 Nepali (macrolanguage) 0 Newari 0 Nigerian Fulfulde 0 Nigerian Pidgin 0 North Azerbaijani 0 North Levantine Arabic 0 Northern Frisian 0 Northern Huishui Hmong 0 Northern Kurdish 0 Northern Luri 0 Northern Sami 0 Northern Uzbek 0 Norwegian 0 Norwegian Bokmål 0 Norwegian Nynorsk 0 Novial 0 Nyanja 0 Occitan (post 1500) 0 Odia 0 Official Aramaic (700-300 BCE) 0 Old English (ca. 450-1100) 0 Old French 0 Old Russian 0 Old Turkish 0 Oriya (macrolanguage) 0 Oromo 0 Ossetian 0 Pali 0 Pampanga 0 Pangasinan 0 Papiamento 0 Pedi 0 Pennsylvania German 0 Persian 0 Pfaelzisch 0 Picard 0 Piemontese 0 Pitcairn-Norfolk 0 Plateau Malagasy 0 Polish 0 Pontic 0 Portuguese 0 Portuguse 0 Punjabi 0 Pushto 0 Quechua 0 Rajasthani 0 Romanian 0 Romansh 0 Rundi 0 Russia Buriat 0 Russian 0 Rusyn 0 Saidi Arabic 0 Samoan 0 Sango 0 Sanskrit 0 Santali 0 Sardinian 0 Saterfriesisch 0 Scots 0 Scottish Gaelic 0 Serbian 0 Serbo-Croatian 0 Shan 0 Shona 0 Sichuan Yi 0 Sicilian 0 Silesian 0 Sindhi 0 Sinhala 0 Skolt Sami 0 Slovak 0 Slovenian 0 Soi 0 Somali 0 South Azerbaijani 0 South Levantine Arabic 0 Southern Pashto 0 Southern Sotho 0 Spanish 0 Sranan Tongo 0 Standard Arabic 0 Standard Latvian 0 Sundanese 0 Swahili 0 Swahili (macrolanguage) 0 Swati 0 Swedish 0 Swedish Sign Language 0 Swiss German 0 Swiss-German Sign Language 0 Tagalog 0 Tahitian 0 Tai 0 Tajik 0 Tamil 0 Tatar 0 Telugu 0 Tetum 0 Thai 0 Tibetan 0 Tigrinya 0 Tok Pisin 0 Tonga (Tonga Islands) 0 Tonga (Zambia) 0 Tosk Albanian 0 Tsonga 0 Tswana 0 Tulu 0 Tumbuka 0 Tunisian Arabic 0 Tupinambá 0 Turkish 0 Turkish Sign Language 0 Turkmen 0 Tuvinian 0 Twi 0 Udmurt 0 Uighur 0 Ukrainian 0 Upper Sorbian 0 Urdu 0 Uzbek 0 Venda 0 Venetian 0 Veps 0 Vietnamese 0 Vlaams 0 Vlax Romani 0 Volapük 0 Votic 0 Walloon 0 Waray (Philippines) 0 Warlpiri 0 Welsh 0 West Central Oromo 0 Western Frisian 0 Western Mari 0 Western Panjabi 0 Wolof 0 Wu Chinese 0 Xhosa 0 Yakut 0 Yiddish 0 Yoruba 0 Yue Chinese 0 Zaza 0 Zeeuws 0 Zhuang 0 Zulu 0