Datasets › DAVIS 2017

DAVIS 2017

Introduced by Jordi Pont-Tuset et al. in The 2017 DAVIS Challenge on Video Object Segmentation1 Jan 2017 archive 2025-07-28

DAVIS17 is a dataset for video object segmentation. It contains a total of 150 videos - 60 for training, 30 for validation, 60 for testing

Source: Siam R-CNN: Visual Tracking by Re-Detection Image Source: https://www.researchgate.net/figure/LucidTracker-qualitative-results-on-DAVIS-17-test-dev-set-Frames-sampled-along-the_fig5_331792902

Benchmarks archive 2025-07-28

All 12 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Semi-Supervised Video Object Segmentation DAVIS 2017 (val) SAM2 J&F 90.7 SAM 2: Segment Anything in Images and Videos facebookresearch/segment-anything +10 81 Compare
Semi-Supervised Video Object Segmentation DAVIS 2017 (test-dev) Cutie+ (base, MEGA) J&F 88.1 Putting the Object Back into Video Object Segmentation hkchengrex/Cutie 59 Compare
Referring Expression Segmentation DAVIS 2017 (val) UNINEXT-H J&F 1st frame 72.5 Universal Instance Perception as Object Discovery and Retrieval MasterBin-IIAU/UNINEXT 18 Compare
Video Object Segmentation DAVIS 2017 (val) XMem (BLK30K, MS) Mean Jaccard & F-Measure 89.5 XMem: Long-Term Video Object Segmentation with an... hkchengrex/XMem +1 17 Compare
Unsupervised Video Object Segmentation DAVIS 2017 (val) DEVA (EntitySeg) J&F 73.4 Tracking Anything with Decoupled Video Segmentation hkchengrex/Tracking-Anything-with-DEVA 10 Compare
Video Object Segmentation DAVIS 2017 (test-dev) BATMAN Jaccard 78.4 BATMAN: Bilateral Attention Transformer in... — 10 Compare
Interactive Video Object Segmentation DAVIS 2017 MiVOS AUC-J&F 0.879 Modular Interactive Video Object Segmentation:... hkchengrex/MiVOS +4 7 Compare
Unsupervised Video Object Segmentation DAVIS 2017 (test-dev) DEVA (EntitySeg) J&F 62.1 Tracking Anything with Decoupled Video Segmentation hkchengrex/Tracking-Anything-with-DEVA 6 Compare
Video Object Segmentation DAVIS 2017 AOC-MF (val) Jaccard (Mean) 81.7 Towards Robust Video Object Segmentation with Adaptive... jerryx1110/robust-video-object-segmentation 5 Compare
Semi-Supervised Video Object Segmentation DAVIS-2017 STCN + TrickVOS (PT) F-measure (Mean) 89.6 TrickVOS: A Bag of Tricks for Video Object Segmentation — 2 Compare
Video Prediction DAVIS 2017 DMVFN LPIPS 0.0996 A Dynamic Multi-Scale Voxel Flow Network for Video Prediction megvii-research/CVPR2023-DMVFN 2 Compare
Semi-Supervised Video Object Segmentation DAVIS 2017 FEELVOS F-measure (Decay) 20.1 FEELVOS: Fast End-to-End Embedding Learning for Video... tensorflow/models +2 1 Compare

Papers archive 2025-07-28

30 shown of 91 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 308. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
HyperSeg: Towards Universal Visual Segmentation with Large Language Model 1 1 26 Nov 2024 ran 7 of 17 samples (10 unverified)
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation 0 2 22 Sep 2024 not harvested
SAM 2: Segment Anything in Images and Videos 11 1 1 Aug 2024 ran 28 of 49 samples (21 unverified)
SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation 0 1 2 Jul 2024 not harvested
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding 1 1 12 Apr 2024 not harvested
Temporally Consistent Referring Video Object Segmentation with Hybrid Memory 1 1 28 Mar 2024 ran 14 of 15 samples (1 unverified)
UniVS: Unified and Universal Video Segmentation with Prompts as Queries 1 2 28 Feb 2024 ran 12 of 14 samples (2 unverified; 14 pointer-only for licence)
Putting the Object Back into Video Object Segmentation 1 6 19 Oct 2023 ran 3 of 5 samples (2 unverified)
Tracking Anything with Decoupled Video Segmentation 1 5 7 Sep 2023 ran 7 of 10 samples (3 unverified; 10 pointer-only for licence)
Spectrum-guided Multi-granularity Referring Video Object Segmentation 1 1 25 Jul 2023 ran 6 of 9 samples (3 unverified; 9 pointer-only for licence)
TrickVOS: A Bag of Tricks for Video Object Segmentation 0 2 27 Jun 2023 not harvested
A Dynamic Multi-Scale Voxel Flow Network for Video Prediction 1 1 17 Mar 2023 ran 3 of 4 samples (1 unverified)
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation 0 2 14 Mar 2023 not harvested
Universal Instance Perception as Object Discovery and Retrieval 1 1 12 Mar 2023 ran 3 of 4 samples (1 unverified)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 1 1 14 Feb 2023 ran 5 of 6 samples (1 unverified; 6 pointer-only for licence)
TarViS: A Unified Approach for Target-based Video Segmentation 1 1 6 Jan 2023 ran 0 of 6 samples (6 unverified)
Look Before You Match: Instance Understanding Matters in Video Object Segmentation 0 3 13 Dec 2022 not harvested
Decoupling Features in Hierarchical Propagation for Video Object Segmentation 2 12 18 Oct 2022 not harvested
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization 1 1 22 Aug 2022 not harvested
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation 0 22 1 Aug 2022 not harvested
Region Aware Video Object Segmentation with Deep Motion Modeling 0 1 21 Jul 2022 not harvested
Learning Quality-aware Dynamic Memory for Video Object Segmentation 1 2 16 Jul 2022 ran 0 of 1 samples (1 unverified; 1 pointer-only for licence)
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 2 14 14 Jul 2022 ran 1 of 3 samples (2 unverified; 2 pointer-only for licence)
Towards Robust Video Object Segmentation with Adaptive Object Calibration 1 1 2 Jul 2022 ran 2 of 4 samples (2 unverified; 4 pointer-only for licence)
Scalable Video Object Segmentation with Identification Mechanism 2 11 22 Mar 2022 not harvested
Language as Queries for Referring Video Object Segmentation 1 1 3 Jan 2022 ran 7 of 8 samples (1 unverified; 8 pointer-only for licence)
Reliable Propagation-Correction Modulation for Video Object Segmentation 1 4 6 Dec 2021 ran 1 of 5 samples (4 unverified)
Hierarchical interaction network for video object segmentation from referring expressions 0 1 22 Nov 2021 not harvested
Dense Unsupervised Learning for Video Segmentation 1 1 11 Nov 2021 ran 6 of 6 samples (0 unverified)
Hierarchical Memory Matching Network for Video Object Segmentation 1 2 23 Sep 2021 ran 5 of 8 samples (3 unverified; 8 pointer-only for licence)

The full list of 91 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Annotations under CC BY-SA 4.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • DAVIS 2017
  • DAVIS 2017 (test-dev)
  • DAVIS 2017 (val)
  • DAVIS-2017

4 variant names, as the archive lists them.

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