Visual Commonsense Reasoning
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Greatest papers with code
From Recognition to Cognition: Visual Commonsense Reasoning
CVPR 2019
• rowanz/r2c
• 
While this task is easy for humans, it is tremendously difficult for today's vision systems, requiring higher-order cognition and commonsense reasoning about the world.
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks
NeurIPS 2019
• jiasenlu/vilbert_beta
•
We present ViLBERT (short for Vision-and-Language BERT), a model for learning task-agnostic joint representations of image content and natural language.
IMAGE RETRIEVAL QUESTION ANSWERING VISUAL COMMONSENSE REASONING VISUAL QUESTION ANSWERING
VL-BERT: Pre-training of Generic Visual-Linguistic Representations
• jackroos/VL-BERT
•
We introduce a new pre-trainable generic representation for visual-linguistic tasks, called Visual-Linguistic BERT (VL-BERT for short).
LANGUAGE MODELLING QUESTION ANSWERING VISUAL COMMONSENSE REASONING VISUAL QUESTION ANSWERING
Heterogeneous Graph Learning for Visual Commonsense Reasoning
NeurIPS 2019
• yuweijiang/HGL-pytorch
•
Our HGL consists of a primal vision-to-answer heterogeneous graph (VAHG) module and a dual question-to-answer heterogeneous graph (QAHG) module to interactively refine reasoning paths for semantic agreement.
Connective Cognition Network for Directional Visual Commonsense Reasoning
Inspired by this idea, towards VCR, we propose a connective cognition network (CCN) to dynamically reorganize the visual neuron connectivity that is contextualized by the meaning of questions and answers.