Interactive Video Object Segmentation

6 papers with code • 1 benchmarks • 3 datasets

The interactive scenario assumes the user gives iterative refinement inputs to the algorithm, in our case in the form of a scribble, to segment the objects of interest. Methods have to produce a segmentation mask for that object in all the frames of a video sequence taking into account all the user interactions.

Greatest papers with code

Video Object Segmentation using Space-Time Memory Networks

seoungwugoh/STM ICCV 2019

In our framework, the past frames with object masks form an external memory, and the current frame as the query is segmented using the mask information in the memory.

Ranked #3 on Interactive Video Object Segmentation on DAVIS 2017 (using extra training data)

Interactive Video Object Segmentation One-shot visual object segmentation +2

Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion

hkchengrex/MiVOS 14 Mar 2021

We present Modular interactive VOS (MiVOS) framework which decouples interaction-to-mask and mask propagation, allowing for higher generalizability and better performance.

 Ranked #1 on Interactive Video Object Segmentation on DAVIS 2017 (using extra training data)

Interactive Video Object Segmentation Semantic Segmentation +2

Fast User-Guided Video Object Segmentation by Interaction-and-Propagation Networks

seoungwugoh/ivs-demo CVPR 2019

We propose a new multi-round training scheme for the interactive video object segmentation so that the networks can learn how to understand the user's intention and update incorrect estimations during the training.

Interactive Video Object Segmentation Semantic Segmentation +1

Interactive Video Object Segmentation Using Global and Local Transfer Modules

yuk6heo/IVOS-ATNet ECCV 2020

The global transfer module conveys the segmentation information in an annotated frame to a target frame, while the local transfer module propagates the segmentation information in a temporally adjacent frame to the target frame.

Ranked #2 on Interactive Video Object Segmentation on DAVIS 2017 (using extra training data)

Interactive Video Object Segmentation Semantic Segmentation +1

Guided Interactive Video Object Segmentation Using Reliability-Based Attention Maps

yuk6heo/GIS-RAmap 21 Apr 2021

We propose a novel guided interactive segmentation (GIS) algorithm for video objects to improve the segmentation accuracy and reduce the interaction time.

Interactive Segmentation Interactive Video Object Segmentation +2

Learning to Recommend Frame for Interactive Video Object Segmentation in the Wild

svip-lab/IVOS-W 18 Mar 2021

This paper proposes a framework for the interactive video object segmentation (VOS) in the wild where users can choose some frames for annotations iteratively.

Interactive Video Object Segmentation Semantic Segmentation +1