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The 2018 DAVIS Challenge on Video Object Segmentation

arXiv 1803.00557 ↗First posted 1 Mar 2018cs.CVcited by 47

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Abstract (arXiv)

We present the 2018 DAVIS Challenge on Video Object Segmentation, a public competition specifically designed for the task of video object segmentation. It builds upon the DAVIS 2017 dataset, which was presented in the previous edition of the DAVIS Challenge, and added 100 videos with multiple objects per sequence to the original DAVIS 2016 dataset. Motivated by the analysis of the results of the 2017 edition, the main track of the competition will be the same than in the previous edition (segmentation given the full mask of the objects in the first frame -- semi-supervised scenario). This edition, however, also adds an interactive segmentation teaser track, where the participants will interact with a web service simulating the input of a human that provides scribbles to iteratively improve the result.

Key facts. Cited by 47 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Mar 2018.

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Citing papers per year: 2021: 10; 2022: 5; 2023: 9; 2024: 14; 2025: 7; 2026: 2.

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  1. 2024SAM 2: Segment Anything in Images and Videoscited by 2,784
  2. 2021A Survey of Human-in-the-loop for Machine Learningcited by 214
  3. 2021A Survey on Deep Learning Technique for Video Segmentationcited by 132
  4. 2021Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusioncited by 129
  5. 2023Segment Anything Meets Point Trackingcited by 81
  6. 2024OMG-Seg: Is One Model Good Enough For All Segmentation?cited by 73
  7. 2022Flow-Guided Transformer for Video Inpaintingcited by 59
  8. 2024Track4Gen: Teaching Video Diffusion Models to Track Points Improves Video Generationcited by 42
  9. 2021Progressive Temporal Feature Alignment Network for Video Inpaintingcited by 34
  10. 2024HyperSeg: Towards Universal Visual Segmentation with Large Language Modelcited by 33
  11. 2024Object Segmentation-Assisted Inter Prediction for Versatile Video Codingcited by 22
  12. 2021Guided Interactive Video Object Segmentation Using Reliability-Based Attention Mapscited by 21
35 more
  1. 2022Error Compensation Framework for Flow-Guided Video Inpaintingcited by 20
  2. 2024Efficient Track Anythingcited by 20
  3. 2023Learning the What and How of Annotation in Video Object Segmentationcited by 19
  4. 2021Learning to Recommend Frame for Interactive Video Object Segmentation in the Wildcited by 18
  5. 2022Revealing Occlusions with 4D Neural Fieldscited by 17
  6. 2025DGS-LRM: Real-Time Deformable 3D Gaussian Reconstruction From Monocular Videoscited by 14
  7. 2023Transformer-based Generative Adversarial Networks in Computer Vision: A Comprehensive Surveycited by 10
  8. 2023ScribbleSeg: Scribble-based Interactive Image Segmentationcited by 10
  9. 2023Event-Free Moving Object Segmentation from Moving Ego Vehiclecited by 8
  10. 2024TRASE: Tracking-free 4D Segmentation and Editingcited by 8
  11. 2021Occluded Video Instance Segmentation: Dataset and ICCV 2021 Challengecited by 6
  12. 2023Exploiting Optical Flow Guidance for Transformer-Based Video Inpaintingcited by 6
  13. 2022Revisiting Click-based Interactive Video Object Segmentationcited by 5
  14. 2024Point-VOS: Pointing Up Video Object Segmentationcited by 5
  15. 2024What is Point Supervision Worth in Video Instance Segmentation?cited by 5
  16. 2024UVIS: Unsupervised Video Instance Segmentationcited by 5
  17. 2021Fast Interactive Video Object Segmentation with Graph Neural Networkscited by 4
  18. 2024Strike the Balance: On-the-Fly Uncertainty based User Interactions for Long-Term Video Object Segmentationcited by 4
  19. 2022Video Instance Shadow Detection Under the Sun and Skycited by 3
  20. 2023Dynamic Object Removal for Effective Slamcited by 3
  21. 2026MobileWan: Closing the Quality Gap for Mobile Video Diffusioncited by 3
  22. 2026ElasticTTT: Prior-Preserving Test-Time Tuning for Video Editingcited by 3
  23. 2024Training-Free Robust Interactive Video Object Segmentationcited by 2
  24. 2024GroPrompt: Efficient Grounded Prompting and Adaptation for Referring Video Object Segmentationcited by 2
  25. 2025AuralSAM2: Enabling SAM2 Hear Through Pyramid Audio-Visual Feature Promptingcited by 2
  26. 2025A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospectscited by 2
  27. 2025FOCUS: Unified Vision-Language Modeling for Interactive Editing Driven by Referential Segmentationcited by 2
  28. 2021Polygonal Point Set Trackingcited by 1
  29. 2021Multi-Object Tracking and Segmentation with a Space-Time Memory Networkcited by 1
  30. 2023Sketch-based Video Object Segmentation: Benchmark and Analysiscited by 1
  31. 2024IDPro: Flexible Interactive Video Object Segmentation by ID-queried Concurrent Propagationcited by 1
  32. 2023ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identificationcited by 0
  33. 2025Enriched Feature Representation and Motion Prediction Module for MOSEv2 Track of 7th LSVOS Challenge: 3rd Place Solutioncited by 0
  34. 2025Temporal Prompting Matters: Rethinking Referring Video Object Segmentationcited by 0
  35. 2025Mutual Information guided Visual Contrastive Learningcited by 0