Interactive Segmentation

65 papers with code • 14 benchmarks • 8 datasets

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Libraries

Use these libraries to find Interactive Segmentation models and implementations

Most implemented papers

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

taigw/geodesic_distance 3 Jul 2017

We propose a deep learning-based interactive segmentation method to improve the results obtained by an automatic CNN and to reduce user interactions during refinement for higher accuracy.

SPG-Net: Segmentation Prediction and Guidance Network for Image Inpainting

yccyenchicheng/pytorch-SegInpaint 9 May 2018

In this paper, we focus on image inpainting task, aiming at recovering the missing area of an incomplete image given the context information.

Iteratively Trained Interactive Segmentation

sabarim/itis 11 May 2018

Deep learning requires large amounts of training data to be effective.

Few-Shot Segmentation Propagation with Guided Networks

shelhamer/revolver 25 May 2018

Learning-based methods for visual segmentation have made progress on particular types of segmentation tasks, but are limited by the necessary supervision, the narrow definitions of fixed tasks, and the lack of control during inference for correcting errors.

Interactive Image Segmentation With Latent Diversity

intel-isl/Intseg CVPR 2018

The first is trained to synthesize a diverse set of plausible segmentations that conform to the user's input.

Content-based Propagation of User Markings for Interactive Segmentation of Patterned Images

vedranaa/InSegt 6 Sep 2018

Since we combine a limited amount of user-labelled data with the clustering information obtained from the unlabelled parts of the image, our method fits in the general framework of semi-supervised learning.

iW-Net: an automatic and minimalistic interactive lung nodule segmentation deep network

gmaresta/iW-Net 30 Nov 2018

We propose iW-Net, a deep learning model that allows for both automatic and interactive segmentation of lung nodules in computed tomography images.

A Semi-Automated Usability Evaluation Framework for Interactive Image Segmentation Systems

mamrehn/interactive_image_segmentation_evaluation 1 Sep 2019

Nevertheless, publications introducing novel interactive segmentation systems (ISS) often lack an objective comparison of HCI aspects.

DISIR: Deep Image Segmentation with Interactive Refinement

delair-ai/DISIR 31 Mar 2020

Starting from an initial output based on the image only, our network then interactively refines this segmentation map using a concatenation of the image and user annotations.

Rethinking Interactive Image Segmentation: Feature Space Annotation

lids-unicamp/rethinking-interactive-image-segmentation 12 Jan 2021

This strategy is in stark contrast to existing interactive segmentation methodologies, which perform annotation in the image domain.