DAVIS

Densely Annotated VIdeo Segmentation

Dataset Information
Modalities
Videos
Languages
English
Introduced
2016
License
Unknown
Homepage
Official Website
Contents

Overview

The Densely Annotation Video Segmentation dataset (DAVIS) is a high quality and high resolution densely annotated video segmentation dataset under two resolutions, 480p and 1080p. There are 50 video sequences with 3455 densely annotated frames in pixel level. 30 videos with 2079 frames are for training and 20 videos with 1376 frames are for validation.

Source: TENet: Triple Excitation Network for Video Salient Object Detection

Variants: DAVIS (no YouTube-VOS training), DAVIS sigma50, DAVIS sigma40, DAVIS sigma30, DAVIS sigma20, DAVIS sigma10, DAVIS 2017, DAVIS

Associated Benchmarks

This dataset is used in 4 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Interactive Segmentation ViT-B+MST+CL MST: Adaptive Multi-Scale Tokens Guided … 2024-01-09
Video Inpainting DMT Deficiency-Aware Masked Transformer for Video … 2023-07-17
Visual Tracking TAPIR (MOVi-E) TAPIR: Tracking Any Point with … 2023-06-14
Visual Tracking TAPIR (Panning MOVi-E) TAPIR: Tracking Any Point with … 2023-06-14
Interactive Segmentation ICL CFR-1 (ViT-H, C+L) CFR-ICL: Cascade-Forward Refinement with Iterative … 2023-03-09
Video Inpainting FGT++ Exploiting Optical Flow Guidance for … 2023-01-24
Video Inpainting FGT++* Exploiting Optical Flow Guidance for … 2023-01-24
Interactive Segmentation SimpleClick (ViT-H, SBD) SimpleClick: Interactive Image Segmentation with … 2022-10-20
Interactive Segmentation SimpleClick (ViT-H, C+L) SimpleClick: Interactive Image Segmentation with … 2022-10-20
Interactive Segmentation FocalClick-B3-S2 FocalClick: Towards Practical Interactive Image … 2022-04-06
Video Inpainting E2FGVI Towards An End-to-End Framework for … 2022-04-06
Interactive Segmentation IA-FP-Net Cascaded Sparse Feature Propagation Network … 2022-03-10
Video Frame Interpolation ST-MFNet ST-MFNet: A Spatio-Temporal Multi-Flow Network … 2021-11-30
Interactive Segmentation EdgeFlow EdgeFlow: Achieving Practical Interactive Segmentation … 2021-09-20
Video Inpainting FuseFormer FuseFormer: Fusing Fine-Grained Information in … 2021-09-07
Interactive Segmentation RITM (HRNet18, SBD) Reviving Iterative Training with Mask … 2021-02-12
Interactive Segmentation RITM (HRNet-32, C+L) Reviving Iterative Training with Mask … 2021-02-12
Video Inpainting FGVC Flow-edge Guided Video Completion 2020-09-03
Video Inpainting STTN Learning Joint Spatial-Temporal Transformations for … 2020-07-20
Interactive Segmentation f-BRS-B (ResNet-101) f-BRS: Rethinking Backpropagating Refinement for … 2020-01-28

Research Papers

Recent papers with results on this dataset:

External Links: