WildQA: In-the-Wild Video Question Answering

09/14/2022
by   Santiago Castro, et al.
9

Existing video understanding datasets mostly focus on human interactions, with little attention being paid to the "in the wild" settings, where the videos are recorded outdoors. We propose WILDQA, a video understanding dataset of videos recorded in outside settings. In addition to video question answering (Video QA), we also introduce the new task of identifying visual support for a given question and answer (Video Evidence Selection). Through evaluations using a wide range of baseline models, we show that WILDQA poses new challenges to the vision and language research communities. The dataset is available at https://lit.eecs.umich.edu/wildqa/.

READ FULL TEXT

page 1

page 2

page 5

page 8

page 9

page 18

page 22

page 23

research
05/03/2017

The Forgettable-Watcher Model for Video Question Answering

A number of visual question answering approaches have been proposed rece...
research
12/02/2019

TutorialVQA: Question Answering Dataset for Tutorial Videos

Despite the number of currently available datasets on video question ans...
research
10/05/2022

Locate before Answering: Answer Guided Question Localization for Video Question Answering

Video question answering (VideoQA) is an essential task in vision-langua...
research
03/29/2021

TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events

Traffic event cognition and reasoning in videos is an important task tha...
research
04/09/2021

Fill-in-the-blank as a Challenging Video Understanding Evaluation Framework

Work to date on language-informed video understanding has primarily addr...
research
11/23/2016

A dataset and exploration of models for understanding video data through fill-in-the-blank question-answering

While deep convolutional neural networks frequently approach or exceed h...
research
04/27/2023

ChatVideo: A Tracklet-centric Multimodal and Versatile Video Understanding System

Existing deep video models are limited by specific tasks, fixed input-ou...

Please sign up or login with your details

Forgot password? Click here to reset