One-stage Action Detection Transformer
Not on the map. Why?
Abstract (arXiv)
In this work, we introduce our solution to the EPIC-KITCHENS-100 2022 Action Detection challenge. One-stage Action Detection Transformer (OADT) is proposed to model the temporal connection of video segments. With the help of OADT, both the category and time boundary can be recognized simultaneously. After ensembling multiple OADT models trained from different features, our model can reach 21.28% action mAP and ranks the 1st on the test-set of the Action detection challenge.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 18 of its 23 references that are in the map. First posted on arXiv 21 Jun 2022.
Builds on
18 of 23 references.
References · 18
- 2017Attention Is All You Needcited by 59,932
- 2015Deep Residual Learning for Image Recognitioncited by 51,809
- 2018SlowFast Networks for Video Recognitioncited by 1,862
- 2021Is Space-Time Attention All You Need for Video Understanding?cited by 1,609
- 2014Two-Stream Convolutional Networks for Action Recognition in Videoscited by 1,067
- 2021Multiscale Vision Transformerscited by 896
- 2017Focal Loss for Dense Object Detectioncited by 749
- 2020Rescaling Egocentric Visioncited by 529
- 2017Soft-NMS -- Improving Object Detection With One Line of Codecited by 380
- 2018A Short Note about Kinetics-600cited by 331
- 2022ActionFormer: Localizing Moments of Actions with Transformerscited by 308
- 2017Temporal Segment Networks for Action Recognition in Videoscited by 279
6 more
- 2018Long-Term Feature Banks for Detailed Video Understandingcited by 239
- 2021Keeping Your Eye on the Ball: Trajectory Attention in Video Transformerscited by 224
- 2022Omnivore: A Single Model for Many Visual Modalitiescited by 214
- 2019NATTACK: Learning the Distributions of Adversarial Examples for an Improved Black-Box Attack on Deep Neural Networkscited by 94
- 2021Long Short-Term Transformer for Online Action Detectioncited by 87
- 2018End-to-End Video Captioning with Multitask Reinforcement Learningcited by 10
Built on by
Not cited yet.