Overview of The MediaEval 2022 Predicting Video Memorability Task
Not on the map. Why?
Abstract (arXiv)
This paper describes the 5th edition of the Predicting Video Memorability Task as part of MediaEval2022. This year we have reorganised and simplified the task in order to lubricate a greater depth of inquiry. Similar to last year, two datasets are provided in order to facilitate generalisation, however, this year we have replaced the TRECVid2019 Video-to-Text dataset with the VideoMem dataset in order to remedy underlying data quality issues, and to prioritise short-term memorability prediction by elevating the Memento10k dataset as the primary dataset. Additionally, a fully fledged electroencephalography (EEG)-based prediction sub-task is introduced. In this paper, we outline the core facets of the task and its constituent sub-tasks; describing the datasets, evaluation metrics, and requirements for participant submissions.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 12 of its 19 references that are in the map. First posted on arXiv 13 Dec 2022.
Builds on
12 of 19 references.
References · 12
- 2015Deep Residual Learning for Image Recognitioncited by 52,096
- 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,364
- 2016Densely Connected Convolutional Networkscited by 6,720
- 2019EfficientNet: Rethinking Model Scaling for Convolutional Neural Networkscited by 6,442
- 2018VideoMem: Constructing, Analyzing, Predicting Short-term and Long-term Video Memorabilitycited by 24
- 2020Multimodal Memorability: Modeling Effects of Semantics and Decay on Video Memorabilitycited by 23
- 2020Overview of MediaEval 2020 Predicting Media Memorability Task: What Makes a Video Memorable?cited by 11
- 2021An Annotated Video Dataset for Computing Video Memorabilitycited by 9
- 2021The Influence of Audio on Video Memorability with an Audio Gestalt Regulated Video Memorability Systemcited by 5
- 2021Overview of The MediaEval 2021 Predicting Media Memorability Taskcited by 5
- 2021Multi-modal Ensemble Models for Predicting Video Memorabilitycited by 3
- 2021Overview of the EEG Pilot Subtask at MediaEval 2021: Predicting Media Memorabilitycited by 2
Built on by
Citing papers per year: 2022: 1; 2023: 3; 2024: 1.
5 papers.
- 2022Diffusing Surrogate Dreams of Video Scenes to Predict Video Memorabilitycited by 4
- 2023Seeing Eye to AI: Comparing Human Gaze and Model Attention in Video Memorabilitycited by 1
- 2023Using Saliency and Cropping to Improve Video Memorabilitycited by 0
- 2023Memories in the Making: Predicting Video Memorability with Encoding Phase EEGcited by 0
- 2024Generative Outpainting To Enhance the Memorability of Short-Form Videoscited by 0
- 2024Generative Outpainting To Enhance the Memorability of Short-Form Videos21 Nov 2024
- 2023Seeing Eye to AI: Comparing Human Gaze and Model Attention in Video Memorability26 Nov 2023
- 2023Using Saliency and Cropping to Improve Video Memorability21 Sep 2023
- 2023Memories in the Making: Predicting Video Memorability with Encoding Phase EEG16 Aug 2023
- 2022Diffusing Surrogate Dreams of Video Scenes to Predict Video Memorability19 Dec 2022