1st Place Solutions for the UVO Challenge 2022
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
- 2015Deep Residual Learning for Image Recognitioncited by 51,809
- 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
- 2014Microsoft COCO: Common Objects in Contextcited by 17,498
- 2021Swin Transformer: Hierarchical Vision Transformer using Shifted Windowscited by 12,082
- 2015Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networkscited by 9,617
- 2020End-to-End Object Detection with Transformerscited by 7,384
- 2017Mask R-CNNcited by 7,259
- 2020Deformable DETR: Deformable Transformers for End-to-End Object Detectioncited by 3,410
- 2021Masked-attention Mask Transformer for Universal Image Segmentationcited by 2,338
- 2020Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformerscited by 1,368
- 2022DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detectioncited by 1,306
- 2017Simple Online and Realtime Tracking with a Deep Association Metriccited by 908
10 more
- 2021Segmenter: Transformer for Semantic Segmentationcited by 855
- 2022Exploring Plain Vision Transformer Backbones for Object Detectioncited by 723
- 2022DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETRcited by 569
- 2022Vision Transformer Adapter for Dense Predictionscited by 564
- 2018The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scalecited by 542
- 2022DN-DETR: Accelerate DETR Training by Introducing Query DeNoisingcited by 486
- 2021End-to-End Semi-Supervised Object Detection with Soft Teachercited by 315
- 2021Unidentified Video Objects: A Benchmark for Dense, Open-World Segmentationcited by 133
- 2022Omni-DETR: Omni-Supervised Object Detection with Transformerscited by 28
- 20211st Place Solution for the UVO Challenge on Image-based Open-World Segmentation 2021cited by 8
Built on by
Citing papers per year: 2023: 1.
1 paper.
- 2023Champion Solution for the WSDM2023 Toloka VQA Challengecited by 3
- 2023Champion Solution for the WSDM2023 Toloka VQA Challenge22 Jan 2023