mlsanityData to 14 Oct 2026

MaskRNN: Instance Level Video Object Segmentation

arXiv 1803.11187 ↗First posted 29 Mar 2018cs.CVcited by 48

Not on the map. Why?

Abstract (arXiv)

Instance level video object segmentation is an important technique for video editing and compression. To capture the temporal coherence, in this paper, we develop MaskRNN, a recurrent neural net approach which fuses in each frame the output of two deep nets for each object instance -- a binary segmentation net providing a mask and a localization net providing a bounding box. Due to the recurrent component and the localization component, our method is able to take advantage of long-term temporal structures of the video data as well as rejecting outliers. We validate the proposed algorithm on three challenging benchmark datasets, the DAVIS-2016 dataset, the DAVIS-2017 dataset, and the Segtrack v2 dataset, achieving state-of-the-art performance on all of them.

Key facts. Cited by 48 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Mar 2018.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 15; 2022: 11; 2023: 7; 2024: 7; 2025: 7; 2026: 1.

48 papers.

Sort:

By area:

  1. 2024SAM 2: Segment Anything in Images and Videoscited by 2,863
  2. 2022XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Modelcited by 439
  3. 2021Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentationcited by 203
  4. 2023Putting the Object Back into Video Object Segmentationcited by 188
  5. 2021Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusioncited by 129
  6. 2021SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentationcited by 106
  7. 2021Efficient Regional Memory Network for Video Object Segmentationcited by 86
  8. 2022LVOS: A Benchmark for Long-term Video Object Segmentationcited by 77
  9. 2023Audio-Visual Segmentation with Semanticscited by 75
  10. 2021Hierarchical Memory Matching Network for Video Object Segmentationcited by 72
  11. 2021SwiftNet: Real-time Video Object Segmentationcited by 67
  12. 2021Learning Position and Target Consistency for Memory-based Video Object Segmentationcited by 63
36 more
  1. 2024LVOS: A Benchmark for Large-scale Long-term Video Object Segmentationcited by 44
  2. 2021Active Boundary Loss for Semantic Segmentationcited by 40
  3. 2021Reliable Propagation-Correction Modulation for Video Object Segmentationcited by 36
  4. 2022Learning Quality-aware Dynamic Memory for Video Object Segmentationcited by 35
  5. 2022Look Before You Match: Instance Understanding Matters in Video Object Segmentationcited by 34
  6. 2025MatAnyone: Stable Video Matting with Consistent Memory Propagationcited by 24
  7. 2022Global Spectral Filter Memory Network for Video Object Segmentationcited by 22
  8. 2021Target-Aware Object Discovery and Association for Unsupervised Video Multi-Object Segmentationcited by 21
  9. 2023Boosting Video Object Segmentation via Space-time Correspondence Learningcited by 21
  10. 2025EdgeTAM: On-Device Track Anything Modelcited by 21
  11. 2023MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillationcited by 16
  12. 2022Deep learning for table detection and structure recognition: A surveycited by 15
  13. 2022Motion-inductive Self-supervised Object Discovery in Videoscited by 14
  14. 2021VideoClick: Video Object Segmentation with a Single Clickcited by 8
  15. 2024Learning Spatial-Semantic Features for Robust Video Object Segmentationcited by 7
  16. 2021Self-Gated Memory Recurrent Network for Efficient Scalable HDR Deghostingcited by 5
  17. 2025MoSAM: Motion-Guided Segment Anything Model with Spatial-Temporal Memory Selectioncited by 5
  18. 2025Understanding while Exploring: Semantics-driven Active Mappingcited by 5
  19. 2024Efficient Video Object Segmentation via Modulated Cross-Attention Memorycited by 3
  20. 2024Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI Segmentationcited by 2
  21. 2021Fast Pixel-Matching for Video Object Segmentationcited by 1
  22. 2021Space Time Recurrent Memory Networkcited by 1
  23. 2021SiamPolar: Semi-supervised Realtime Video Object Segmentation with Polar Representationcited by 1
  24. 2023Hierarchical Spatiotemporal Transformers for Video Object Segmentationcited by 1
  25. 2024Spatial-Temporal Multi-level Association for Video Object Segmentationcited by 1
  26. 2025VIP: Video Inpainting Pipeline for Real World Human Removalcited by 1
  27. 2025Robust Ego-Exo Correspondence with Long-Term Memorycited by 1
  28. 2026Few-Shot Video Object Segmentation in X-Ray Angiography Using Local Matching and Spatio-Temporal Consistency Losscited by 1
  29. 2022Attention based Memory video portrait mattingcited by 0
  30. 2022Human Instance Segmentation and Tracking via Data Association and Single-stage Detectorcited by 0
  31. 2022Adaptive Memory Management for Video Object Segmentationcited by 0
  32. 2022Two-Stream Networks for Object Segmentation in Videoscited by 0
  33. 2023Reliability-Hierarchical Memory Network for Scribble-Supervised Video Object Segmentationcited by 0
  34. 2023Memory-Efficient Continual Learning Object Segmentation for Long Videocited by 0
  35. 2024GrabDAE: An Innovative Framework for Unsupervised Domain Adaptation Utilizing Grab-Mask and Denoise Auto-Encodercited by 0
  36. 2025GISE-TTT:A Framework for Global InformationSegmentation and Enhancementcited by 0