DeclutterCam: A Photographic Assistant System with Clutter Detection and Removal

12/01/2022
by   Xiaoran Wu, et al.
0

Photographs convey the stories of photographers to the audience. However, this story-telling aspect of photography is easily distracted by visual clutter. Informed by a pilot study, we identified the kinds of clutter that amateurs frequently include in their photos. We were thus inspired to develop DeclutterCam, a photographic assistant system that incorporates novel user interactions and AI algorithms for photographic decluttering. Clutter elements are detected by an aesthetic quality evaluation algorithm and are highlighted so that users can interactively identify distracting elements. A GAN-based iterative clutter removal tool enables users to test their photographic ideas in real-time. User studies with 32 photography beginners demonstrate that our system provides flexible interfaces, accurate algorithms, and immediate feedback that allow users to avoid clutter and explore more photographic ideas. Evaluations by photography experts show that users can take higher-quality photos that better convey the intended story using our system.

READ FULL TEXT

page 1

page 5

page 9

page 13

page 15

page 16

page 17

page 18

research
06/21/2023

ChatGPT as a tool for User Story Quality Evaluation: Trustworthy Out of the Box?

In Agile software development, user stories play a vital role in capturi...
research
08/16/2022

Blind Users Accessing Their Training Images in Teachable Object Recognizers

Iteration of training and evaluating a machine learning model is an impo...
research
03/06/2019

Dixit: Interactive Visual Storytelling via Term Manipulation

In this paper, we introduceDixit, an interactive visual storytelling sys...
research
08/09/2017

Hierarchically-Attentive RNN for Album Summarization and Storytelling

We address the problem of end-to-end visual storytelling. Given a photo ...
research
07/24/2018

Slots-Memento : A System Facilitating Intergenerational Story Sharing and Preservation of Family Mementos

Family mementos document events shaping family life, telling a story wit...
research
02/22/2019

On How Users Edit Computer-Generated Visual Stories

A significant body of research in Artificial Intelligence (AI) has focus...
research
09/23/2021

Tumera: Tutor of Photography Beginners

With the popularity of photographic equipment, more and more people are ...

Please sign up or login with your details

Forgot password? Click here to reset