mlsanityData to 7 Oct 2026

CUHK & ETHZ & SIAT Submission to ActivityNet Challenge 2016

arXiv 1608.00797 ↗First posted 2 Aug 2016cs.CVcited by 53

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Abstract (arXiv)

This paper presents the method that underlies our submission to the untrimmed video classification task of ActivityNet Challenge 2016. We follow the basic pipeline of temporal segment networks and further raise the performance via a number of other techniques. Specifically, we use the latest deep model architecture, e.g., ResNet and Inception V3, and introduce new aggregation schemes (top-k and attention-weighted pooling). Additionally, we incorporate the audio as a complementary channel, extracting relevant information via a CNN applied to the spectrograms. With these techniques, we derive an ensemble of deep models, which, together, attains a high classification accuracy (mAP 93.23%) on the testing set and secured the first place in the challenge.

Key facts. Cited by 53 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Aug 2016.

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Citing papers per year: 2021: 18; 2022: 21; 2023: 9; 2024: 4; 2025: 1.

53 papers.

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  1. 2022ActionFormer: Localizing Moments of Actions with Transformerscited by 308
  2. 2021End-to-end Temporal Action Detection with Transformercited by 150
  3. 2023VideoLLM: Modeling Video Sequence with Large Language Modelscited by 116
  4. 2021Temporal Context Aggregation Network for Temporal Action Proposal Refinementcited by 111
  5. 2022TALLFormer: Temporal Action Localization with a Long-memory Transformercited by 78
  6. 2022ReAct: Temporal Action Detection with Relational Queriescited by 47
  7. 2023End-to-End Temporal Action Detection with 1B Parameters Across 1000 Framescited by 47
  8. 2022An Empirical Study of End-to-End Temporal Action Detectioncited by 40
  9. 2021Self-Supervised Learning for Semi-Supervised Temporal Action Proposalcited by 39
  10. 2021Class Semantics-based Attention for Action Detectioncited by 36
  11. 2021DCAN: Improving Temporal Action Detection via Dual Context Aggregationcited by 36
  12. 2021Deep Learning-based Action Detection in Untrimmed Videos: A Surveycited by 32
38 more
  1. 2021Graph Convolutional Module for Temporal Action Localization in Videoscited by 29
  2. 2023Action Sensitivity Learning for Temporal Action Localizationcited by 28
  3. 2021Augmented Transformer with Adaptive Graph for Temporal Action Proposal Generationcited by 25
  4. 2023Self-Feedback DETR for Temporal Action Detectioncited by 22
  5. 2021Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localizationcited by 21
  6. 2022Colar: Effective and Efficient Online Action Detection by Consulting Exemplarscited by 21
  7. 2021Low-Fidelity End-to-End Video Encoder Pre-training for Temporal Action Localizationcited by 20
  8. 2022Learning to Refactor Action and Co-occurrence Features for Temporal Action Localizationcited by 18
  9. 2021Temporal Action Proposal Generation with Transformerscited by 17
  10. 2023Adapting Short-Term Transformers for Action Detection in Untrimmed Videoscited by 16
  11. 2023Deep Learning for Video-Text Retrieval: a Reviewcited by 15
  12. 2022AOE-Net: Entities Interactions Modeling with Adaptive Attention Mechanism for Temporal Action Proposals Generationcited by 14
  13. 2021Temporally smooth online action detection using cycle-consistent future anticipationcited by 13
  14. 2021Winning the CVPR'2021 Kinetics-GEBD Challenge: Contrastive Learning Approachcited by 13
  15. 2021Relational Graph Learning for Grounded Video Description Generationcited by 12
  16. 2021AEI: Actors-Environment Interaction with Adaptive Attention for Temporal Action Proposals Generationcited by 11
  17. 2023A Survey on Deep Learning Techniques for Action Anticipationcited by 11
  18. 2022Faster-TAD: Towards Temporal Action Detection with Proposal Generation and Classification in a Unified Networkcited by 10
  19. 2022ETAD: Training Action Detection End to End on a Laptopcited by 10
  20. 2022Semi-Supervised Temporal Action Detection with Proposal-Free Maskingcited by 10
  21. 2022LocATe: End-to-end Localization of Actions in 3D with Transformerscited by 8
  22. 2024Harnessing Temporal Causality for Advanced Temporal Action Detectioncited by 8
  23. 2022Structured Attention Composition for Temporal Action Localizationcited by 7
  24. 2022ABN: Agent-Aware Boundary Networks for Temporal Action Proposal Generationcited by 6
  25. 2022Video-based Human Action Recognition using Deep Learning: A Reviewcited by 6
  26. 2022Open-Vocabulary Temporal Action Detection with Off-the-Shelf Image-Text Featurescited by 6
  27. 2023Temporally-Adaptive Models for Efficient Video Understandingcited by 6
  28. 2024UniAV: Unified Audio-Visual Perception for Multi-Task Video Event Localizationcited by 4
  29. 2022TVNet: Temporal Voting Network for Action Localizationcited by 3
  30. 2025DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection Transformercited by 3
  31. 2022Semantic-Aware Pretraining for Dense Video Captioningcited by 2
  32. 2022Pyramid Region-based Slot Attention Network for Temporal Action Proposal Generationcited by 2
  33. 2024MALT: Multi-scale Action Learning Transformer for Online Action Detectioncited by 2
  34. 2021PcmNet: Position-Sensitive Context Modeling Network for Temporal Action Localizationcited by 1
  35. 2021Transferable Knowledge-Based Multi-Granularity Aggregation Network for Temporal Action Localization: Submission to ActivityNet Challenge 2021cited by 1
  36. 2022MVP: Robust Multi-View Practice for Driving Action Localizationcited by 1
  37. 2022Temporal Action Localization with Multi-temporal Scalescited by 1
  38. 2024Boosting Semi-Supervised Temporal Action Localization by Learning from Non-Target Classescited by 1

50 most cited of 53 All 53 (JSON)