mlsanityData to 14 Oct 2026

Video + CLIP Baseline for Ego4D Long-term Action Anticipation

arXiv 2207.00579 ↗First posted 1 Jul 2022cs.CV cs.LGcited by 18

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Abstract (arXiv)

In this report, we introduce our adaptation of image-text models for long-term action anticipation. Our Video + CLIP framework makes use of a large-scale pre-trained paired image-text model: CLIP and a video encoder Slowfast network. The CLIP embedding provides fine-grained understanding of objects relevant for an action whereas the slowfast network is responsible for modeling temporal information within a video clip of few frames. We show that the features obtained from both encoders are complementary to each other, thus outperforming the baseline on Ego4D for the task of long-term action anticipation. Our code is available at github.com/srijandas07/clip_baseline_LTA_Ego4d.

Key facts. Cited by 18 papers in the map (data through 14 Oct 2026). Builds on 5 of its 6 references that are in the map. First posted on arXiv 1 Jul 2022.

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5 of 6 references.

References · 5

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  2. 2017Quo Vadis, Action Recognition? A New Model and the Kinetics Datasetcited by 3,270
  3. 2018SlowFast Networks for Video Recognitioncited by 1,867
  4. 2021Ego4D: Around the World in 3,000 Hours of Egocentric Videocited by 1,556
  5. 2022A CLIP-Hitchhiker's Guide to Long Video Retrievalcited by 57

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Citing papers per year: 2022: 2; 2023: 7; 2024: 5; 2025: 4.

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  1. 2024VideoLLM-online: Online Video Large Language Model for Streaming Videocited by 225
  2. 2023AntGPT: Can Large Language Models Help Long-term Action Anticipation from Videos?cited by 81
  3. 2023HierVL: Learning Hierarchical Video-Language Embeddingscited by 66
  4. 2024VideoLLM-MoD: Efficient Video-Language Streaming with Mixture-of-Depths Vision Computationcited by 55
  5. 2022Intention-Conditioned Long-Term Human Egocentric Action Forecastingcited by 35
  6. 2024Can't make an Omelette without Breaking some Eggs: Plausible Action Anticipation using Large Video-Language Modelscited by 33
  7. 2023PALM: Predicting Actions through Language Modelscited by 29
  8. 2023Object-centric Video Representation for Long-term Action Anticipationcited by 24
  9. 2022Egocentric Video Task Translationcited by 19
  10. 2023Palm: Predicting Actions through Language Models @ Ego4D Long-Term Action Anticipation Challenge 2023cited by 16
  11. 2025Intention-Guided Cognitive Reasoning for Egocentric Long-Term Action Anticipationcited by 10
  12. 2024Human Action Anticipation: A Surveycited by 9
6 more
  1. 2023Technical Report for Ego4D Long Term Action Anticipation Challenge 2023cited by 7
  2. 2024Gated Temporal Diffusion for Stochastic Long-Term Dense Anticipationcited by 6
  3. 2025MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Anticipationcited by 3
  4. 2023Egocentric Video Task Translation @ Ego4D Challenge 2022cited by 2
  5. 2025Bidirectional Action Sequence Learning for Long-term Action Anticipation with Large Language Modelscited by 2
  6. 2025MixANT: Observation-dependent Memory Propagation for Stochastic Dense Action Anticipationcited by 1