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An Overview of Challenges in Egocentric Text-Video Retrieval

arXiv 2306.04345 ↗First posted 7 Jun 2023cs.CV cs.IR cs.MMcited by 1

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Abstract (arXiv)

Text-video retrieval contains various challenges, including biases coming from diverse sources. We highlight some of them supported by illustrations to open a discussion. Besides, we address one of the biases, frame length bias, with a simple method which brings a very incremental but promising increase. We conclude with future directions.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 17 of its 18 references that are in the map. First posted on arXiv 7 Jun 2023.

Builds on

17 of 18 references.

References · 17

  1. 2021Ego4D: Around the World in 3,000 Hours of Egocentric Videocited by 1,530
  2. 2021Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrievalcited by 1,175
  3. 2019HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clipscited by 946
  4. 2020Rescaling Egocentric Visioncited by 529
  5. 2022Egocentric Video-Language Pretrainingcited by 231
  6. 2019EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognitioncited by 226
  7. 2020Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoningcited by 180
  8. 2022Revealing Single Frame Bias for Video-and-Language Learningcited by 131
  9. 2019Fine-Grained Action Retrieval Through Multiple Parts-of-Speech Embeddingscited by 101
  10. 2021Deconfounded Video Moment Retrieval with Causal Interventioncited by 84
  11. 2021On Semantic Similarity in Video Retrievalcited by 45
  12. 2022Selective Query-guided Debiasing for Video Corpus Moment Retrievalcited by 18
5 more
  1. 2022RoME: Role-aware Mixture-of-Expert Transformer for Text-to-Video Retrievalcited by 11
  2. 2021Recur, Attend or Convolve? On Whether Temporal Modeling Matters for Cross-Domain Robustness in Action Recognitioncited by 7
  3. 2022Learning video retrieval models with relevance-aware online miningcited by 6
  4. 2022Exploiting Semantic Role Contextualized Video Features for Multi-Instance Text-Video Retrieval EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022cited by 5
  5. 2022Semantic Role Aware Correlation Transformer for Text to Video Retrievalcited by 3

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Citing papers per year: 2023: 1.

1 paper.

  1. 2023Towards Debiasing Frame Length Bias in Text-Video Retrieval via Causal Interventioncited by 0