All Projects β†’ MarkMoHR β†’ Awesome Referring Image Segmentation

MarkMoHR / Awesome Referring Image Segmentation

πŸ“š A collection of papers about Referring Image Segmentation.

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Awesome-Referring-Image-Segmentation

Awesome

A collection of referring image segmentation papers and datasets.

Feel free to create a PR or an issue.

examples

Outline

1. Datasets

Short name Paper Source Code/Project Link
ReferIt Referit game: Referring to objects in photographs of natural scenes EMNLP 2014 [project]
Google-Ref Generation and comprehension of unambiguous object descriptions CVPR 2016 [dataset]
UNC Modeling context in referring expressions ECCV 2016 [dataset]
UNC+ Modeling context in referring expressions ECCV 2016 [dataset]
CLEVR-Ref+ CLEVR-Ref+: Diagnosing Visual Reasoning with Referring Expressions CVPR 2019 [project]
VGPhraseCut PhraseCut: Language-based Image Segmentation in the Wild CVPR 2020 [project]

2. Traditional Referring Image Segmentation

Short name Paper Source Code/Project Link
CGAN Cascade Grouped Attention Network for Referring Expression Segmentation ACM MM 2020
LSCM Linguistic Structure Guided Context Modeling for Referring Image Segmentation ECCV 2020
CMPC-Refseg Referring Image Segmentation via Cross-Modal Progressive Comprehension CVPR 2020 [code]
BRINet Bi-directional Relationship Inferring Network for Referring Image Segmentation CVPR 2020 [code]
PhraseCut PhraseCut: Language-based Image Segmentation in the Wild CVPR 2020 [code] [project]
MCN Multi-task Collaborative Network for Joint Referring Expression Comprehension and Segmentation CVPR 2020 [code]
- Dual Convolutional LSTM Network for Referring Image Segmentation TMM 2020
STEP See-Through-Text Grouping for Referring Image Segmentation ICCV 2019
lang2seg Referring Expression Object Segmentation with Caption-Aware Consistency BMVC 2019 [code]
CMSA Cross-Modal Self-Attention Network for Referring Image Segmentation CVPR 2019 [code]
KWA Key-Word-Aware Network for Referring Expression Image Segmentation ECCV 2018 [code]
DMN Dynamic Multimodal Instance Segmentation Guided by Natural Language Queries ECCV 2018 [code]
RRN Referring Image Segmentation via Recurrent Refinement Networks CVPR 2018 [code]
MAttNet MAttNet: Modular Attention Network for Referring Expression Comprehension CVPR 2018 [code] [Demo]
RMI Recurrent Multimodal Interaction for Referring Image Segmentation ICCV 2017 [code]
LSTM-CNN Segmentation from natural language expressions ECCV 2016 [code] [project]

3. Interactive Referring Image Segmentation

Short name Paper Source Code/Project Link
PhraseClick PhraseClick: Toward Achieving Flexible Interactive Segmentation by Phrase and Click ECCV 2020

4. Referring Video Segmentation

Short name Paper Source Code/Project Link
RefVOS RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation arxiv
URVOS URVOS: Unified Referring Video Object Segmentation Network with a Large-Scale Benchmark ECCV 2020 [code]
Video Object Segmentation with Language Referring Expressions ACCV 2018

5. Referring 3D Instance Segmentation

Short name Paper Source Code/Project Link
TGNN Text-Guided Graph Neural Networks for Referring 3D Instance Segmentation AAAI 2021
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