Email Login
Community
News | Research | DeepLearning | Seminar | Q&A

b40cb64c-48c6-4e4e-9a79-811de9801293.jpg

Call for Papers
IEEE TMM Special Issue on

Multimedia Computing with Interpretable Machine Learning

Multimedia is increasingly becoming the “biggest big data,” among the most important and valuable source for insight and information. Powerful machine learning algorithms, especially deep learning models such as convolutional neural networks (CNNs), have recently achieved outstanding predictive performance in a wide range of multimedia applications, including visual object classification, scene understanding, speech recognition, and activity prediction. Nevertheless, most deep learning algorithms are generally conceived as black box methods, and it is difficult to intuitively and quantitatively understand the results of their inference. Since this lack of transparency can be a major bottleneck in designing more successful predictive models, there has been an explosion of interest in interpreting the representations learned by these models, with profound implications for research into interpretable machine leaning. This special issue is designed to broadly engage the machine learning and multimedia communities on this emerging yet challenging topic -- tying together many threads which are deeply related but often considered in isolation.

Topics of interest include (but are not limited to): 

  • Open research challenges and directions for multimedia computing with interpretable machine learning
  • New theories, models, and benchmarks for multimedia computing with interpretable machine learning
  • Interpretable deep learning architectures and algorithms for large-scale multimedia data
  • Interpretability in reinforcement learning for multimedia
  • Quantifying and visualizing the interpretability of machine learning algorithms for multimedia
  • Causality of predictive models for multimedia
  • Verifying, diagnosing and debugging machine learning systems for multimedia
  • Fairness, accountability, and transparency in multimedia machine learning
  • Novel and inventive applications of interpretability multimedia machine leaning in various fields (e.g., social media, healthcare, smart city, and retail)


Submission Guidelines:

Papers should be formatted according to the IEEE Transactions on Multimedia guidelines for authors. By submitting/resubmitting your manuscript to these Transactions, you are acknowledging that you accept the rules established for publication of manuscripts, including agreement to pay all over-length page charges, color charges, and any other charges and fees associated with publication of the manuscript. Manuscripts (both 1-column and 2-column versions are required) should be submitted electronically through the online IEEE manuscript submission system. When selecting a manuscript type, the authors must choose IML Special Issue. All submitted papers will go through the same review process as the regular TMM paper submissions. Referees will consider originality, significance, technical soundness, clarity of exposition, and relevance to the special issue topics above.

 

 

Submit Manuscript

 

 

f2c9b915-693c-4632-b88e-5d43b989d6fd.jpg

Important Dates

  • Submission Deadline:  March 31, 2019
  • Revision Due: July 31, 2019
  • Camera-ready manuscript due: September 30, 2019
  • First notification: June 10, 2019
  • Final notification of acceptance: September 10, 2019
  • Tentative Publication: Late 2019

 

7182fd78-692c-4a93-a43c-37e4feb65ca7.jpg

Guest Editors

 
번호 제목 글쓴이 날짜 조회 수
134 [CFP] IEEE SENSORS 2019- Paper Submission Site Now Open! GreatMind 2019.04.25 1
133 [CFP] ACIVS 2020 - Auckland New Zealand GreatMind 2019.04.16 4
132 [CFP] IEEE TFS - FUZZIEEE 2019 GreatMind 2019.04.05 2
131 [CFP] IEEE TMM Special Issue on Multimedia Computing with Interpretable Machine Learning GreatMind 2019.03.18 11
130 [CFP] IEEE TENCON 2019: Call for Papers and Proposals - Grand Hyatt Bolgatty, Kochi, Kerala, India GreatMind 2019.02.20 33
129 [CFP] 방송공학회논문지 24권 3호 '인공지능 기반의 미디어 처리 및 방송 기술' 논문모집안내 (2019년 5월 발간) GreatMind 2019.02.18 26
» [CFP] Call for Papers IEEE TMM Special Issue on Multimedia Computing with Interpretable Machine Learning GreatMind 2019.02.15 29
127 [CFP] IEEE ICIP2019...!!!! GreatMind 2018.12.24 59
126 [CFP] A multidisciplinary forum for machine intelligence: Nature Machine Intelligence GreatMind 2018.07.22 79
125 [Journal Issue] Pattern Recognition: Alert 14 July-21 July GreatMind 2018.07.22 525
124 [CFP] IEEE TFS Call for Papers (Deep Fuzzy Models) GreatMind 2018.06.21 198
123 [CFP] MITA2018, une 28-30, 2018, Shanghai University of Engineering Science, China GreatMind 2018.05.25 95
122 [Journal issue] Journal of Real-Time Image Processing, Vol. 14, Issue 4 GreatMind 2018.05.01 118
121 [CFP] IEEE J-STSP Special Issue on Acoustic Source Localization and Tracking in Dynamic Real-life Scenes GreatMind 2018.04.30 58
120 [CFP] 019 IEEE ICCE - Las Vegas - January 11-13, 2019 GreatMind 2018.04.02 112
119 [CFP] JETCAS Call for Papers - Immersive Video Coding and Transmission GreatMind 2018.03.02 154
118 [CFP] 2018 IEEE Region 10 Conference (IEEE TENCON 2018) GreatMind 2018.02.23 129
117 [CFP] VISUAL 2018 || June 24 - 28, 2018 - Venice, Italy GreatMind 2018.02.19 1366
116 Data Compression Conference (DCC), Snowbird UT, Advance Program..!!! GreatMind 2018.02.12 25
115 [CFP] The Journal of Multimedia and Information System, Vol. 5, No. 1 (May 2018) GreatMind 2018.01.12 63