EISeg: An Efficient Interactive Segmentation Tool based on PaddlePaddle
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Abstract (arXiv)
In recent years, the rapid development of deep learning has brought great advancements to image and video segmentation methods based on neural networks. However, to unleash the full potential of such models, large numbers of high-quality annotated images are necessary for model training. Currently, many widely used open-source image segmentation software relies heavily on manual annotation which is tedious and time-consuming. In this work, we introduce EISeg, an Efficient Interactive SEGmentation annotation tool that can drastically improve image segmentation annotation efficiency, generating highly accurate segmentation masks with only a few clicks. We also provide various domain-specific models for remote sensing, medical imaging, industrial quality inspections, human segmentation, and temporal aware models for video segmentation. The source code for our algorithm and user interface are available at: https://github.com/PaddlePaddle/PaddleSeg.
Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). Builds on 15 of its 34 references that are in the map. First posted on arXiv 17 Oct 2022.
Builds on
15 of 34 references.
References · 15
- 2019Video Object Segmentation using Space-Time Memory Networkscited by 438
- 2020Real-Time High-Resolution Background Mattingcited by 173
- 2021Reviving Iterative Training with Mask Guidance for Interactive Segmentationcited by 163
- 2016Deep Interactive Object Selectioncited by 160
- 2021Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusioncited by 129
- 2017Deep Extreme Cut: From Extreme Points to Object Segmentationcited by 127
- 2020f-BRS: Rethinking Backpropagating Refinement for Interactive Segmentationcited by 117
- 2018Iteratively Trained Interactive Segmentationcited by 52
- 2021EdgeFlow: Achieving Practical Interactive Segmentation with Edge-Guided Flowcited by 40
- 2020Learning Affinity-Aware Upsampling for Deep Image Mattingcited by 37
- 2019Continuous Adaptation for Interactive Object Segmentation by Learning from Correctionscited by 36
- 2021PaddleSeg: A High-Efficient Development Toolkit for Image Segmentationcited by 35
Built on by
Citing papers per year: 2022: 1; 2023: 3; 2024: 2; 2025: 2; 2026: 2.
10 papers.
- 2023VDD: Varied Drone Dataset for Semantic Segmentationcited by 40
- 2024GaussianProperty: Integrating Physical Properties to 3D Gaussians with LMMscited by 23
- 2024EventHDR: from Event to High-Speed HDR Videos and Beyondcited by 16
- 20232D-Guided 3D Gaussian Segmentationcited by 12
- 2025"Stones from Other Hills can Polish Jade": Zero-shot Anomaly Image Synthesis via Cross-domain Anomaly Injectioncited by 3
- 2022RAIS: Robust and Accurate Interactive Segmentation via Continual Learningcited by 2
- 2023Spatio-temporal Co-attention Fusion Network for Video Splicing Localizationcited by 1
- 2025SWA-PF: Semantic-Weighted Adaptive Particle Filter for Memory-Efficient 4-DoF UAV Localization in GNSS-Denied Environmentscited by 1
- 2026Few-Shot Video Object Segmentation in X-Ray Angiography Using Local Matching and Spatio-Temporal Consistency Losscited by 1
- 2026CogRail: Benchmarking VLMs in Cognitive Intrusion Perception for Intelligent Railway Transportation Systemscited by 0
- 2026CogRail: Benchmarking VLMs in Cognitive Intrusion Perception for Intelligent Railway Transportation Systems14 Jan 2026
- 2026Few-Shot Video Object Segmentation in X-Ray Angiography Using Local Matching and Spatio-Temporal Consistency Loss2 Jan 2026
- 2025SWA-PF: Semantic-Weighted Adaptive Particle Filter for Memory-Efficient 4-DoF UAV Localization in GNSS-Denied Environments17 Sep 2025
- 2025"Stones from Other Hills can Polish Jade": Zero-shot Anomaly Image Synthesis via Cross-domain Anomaly Injection25 Jan 2025
- 2024GaussianProperty: Integrating Physical Properties to 3D Gaussians with LMMs15 Dec 2024
- 2024EventHDR: from Event to High-Speed HDR Videos and Beyond25 Sep 2024
- 20232D-Guided 3D Gaussian Segmentation26 Dec 2023
- 2023Spatio-temporal Co-attention Fusion Network for Video Splicing Localization18 Sep 2023
- 2023VDD: Varied Drone Dataset for Semantic Segmentation23 May 2023
- 2022RAIS: Robust and Accurate Interactive Segmentation via Continual Learning20 Oct 2022