Multimodal Learning

LayoutLMv2: Multi-modal Pre-training for Visually-rich Document Understanding ACL 2021 Learning Better Visual Dialog Agents With Pretrained Visual-Linguistic Representation CVPR 2021 Learning Cross-Modal Retrieval With Noisy Labels CVPR 2021 Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering NeurIPS 2021 Learning From the Master: Distilling Cross-Modal Advanced Knowledge for Lip Reading CVPR 2021 Learning grounded word meaning representations on similarity graphs EMNLP 2021 Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis AAAI 2021 Learning Mutual Correlation in Multimodal Transformer for Speech Emotion Recognition Interspeech 2021 Learning Relation Alignment for Calibrated Cross-modal Retrieval ACL 2021 Learning the Best Pooling Strategy for Visual Semantic Embedding CVPR 2021 Learning To Segment Actions From Visual and Language Instructions via Differentiable Weak Sequence Alignment CVPR 2021 Less Is More: ClipBERT for Video-and-Language Learning via Sparse Sampling CVPR 2021 LipSync3D: Data-Efficient Learning of Personalized 3D Talking Faces From Video Using Pose and Lighting Normalization CVPR 2021 Locate Then Segment: A Strong Pipeline for Referring Image Segmentation CVPR 2021 Look Before You Speak: Visually Contextualized Utterances CVPR 2021 Looking for Confirmations: An Effective and Human-Like Visual Dialogue Strategy EMNLP 2021 Looking Into Your Speech: Learning Cross-Modal Affinity for Audio-Visual Speech Separation CVPR 2021 M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-Training CVPR 2021 MAAS: Multi-Modal Assignation for Active Speaker Detection ICCV 2021 Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification IJCAI 2021 MELINDA: A Multimodal Dataset for Biomedical Experiment Method Classification AAAI 2021 Me, myself, and ire: Effects of automatic transcription quality on emotion, sarcasm, and personality detection EACL 2021 MERL: Multimodal Event Representation Learning in Heterogeneous Embedding Spaces AAAI 2021 MIMO Self-Attentive RNN Beamformer for Multi-Speaker Speech Separation Interspeech 2021 MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering EMNLP 2021