mlsanityData to 7 Oct 2026

1st Place Solutions for the UVO Challenge 2022

arXiv 2210.09629 ↗First posted 18 Oct 2022cs.CVcited by 1

Not on the map. Why?

Abstract (arXiv)

This paper describes the approach we have taken in the challenge. We still adopted the two-stage scheme same as the last champion, that is, detection first and segmentation followed. We trained more powerful detector and segmentor separately. Besides, we also perform pseudo-label training on the test set, based on student-teacher framework and end-to-end transformer based object detection. The method ranks first on the 2nd Unidentified Video Objects (UVO) challenge, achieving AR@100 of 46.8, 64.7 and 32.2 in the limited data frame track, unlimited data frame track and video track respectively.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 22 of its 25 references that are in the map. First posted on arXiv 18 Oct 2022.

Builds on

22 of 25 references.

References · 22

  1. 2015Deep Residual Learning for Image Recognitioncited by 51,809
  2. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
  3. 2014Microsoft COCO: Common Objects in Contextcited by 17,498
  4. 2021Swin Transformer: Hierarchical Vision Transformer using Shifted Windowscited by 12,082
  5. 2015Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networkscited by 9,617
  6. 2020End-to-End Object Detection with Transformerscited by 7,384
  7. 2017Mask R-CNNcited by 7,259
  8. 2020Deformable DETR: Deformable Transformers for End-to-End Object Detectioncited by 3,410
  9. 2021Masked-attention Mask Transformer for Universal Image Segmentationcited by 2,338
  10. 2020Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformerscited by 1,368
  11. 2022DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detectioncited by 1,306
  12. 2017Simple Online and Realtime Tracking with a Deep Association Metriccited by 908
10 more
  1. 2021Segmenter: Transformer for Semantic Segmentationcited by 855
  2. 2022Exploring Plain Vision Transformer Backbones for Object Detectioncited by 723
  3. 2022DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETRcited by 569
  4. 2022Vision Transformer Adapter for Dense Predictionscited by 564
  5. 2018The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scalecited by 542
  6. 2022DN-DETR: Accelerate DETR Training by Introducing Query DeNoisingcited by 486
  7. 2021End-to-End Semi-Supervised Object Detection with Soft Teachercited by 315
  8. 2021Unidentified Video Objects: A Benchmark for Dense, Open-World Segmentationcited by 133
  9. 2022Omni-DETR: Omni-Supervised Object Detection with Transformerscited by 28
  10. 20211st Place Solution for the UVO Challenge on Image-based Open-World Segmentation 2021cited by 8

Built on by

Cited by year

Citing papers per year: 2023: 1.

1 paper.