mlsanityData to 14 Oct 2026

Semantic Aware Attention Based Deep Object Co-segmentation

arXiv 1810.06859 ↗First posted 16 Oct 2018cs.CVcited by 15

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Abstract (arXiv)

Object co-segmentation is the task of segmenting the same objects from multiple images. In this paper, we propose the Attention Based Object Co-Segmentation for object co-segmentation that utilize a novel attention mechanism in the bottleneck layer of deep neural network for the selection of semantically related features. Furthermore, we take the benefit of attention learner and propose an algorithm to segment multi-input images in linear time complexity. Experiment results demonstrate that our model achieves state of the art performance on multiple datasets, with a significant reduction of computational time.

Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 Oct 2018.

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Citing papers per year: 2021: 3; 2022: 8; 2023: 3; 2024: 0; 2025: 1.

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  1. 2022ReCo: Retrieve and Co-segment for Zero-shot Transfercited by 117
  2. 2023Jack of All Tasks, Master of Many: Designing General-purpose Coarse-to-Fine Vision-Language Modelcited by 53
  3. 2022A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detectioncited by 51
  4. 2021CycleSegNet: Object Co-segmentation with Cycle Refinement and Region Correspondencecited by 19
  5. 2022GCoNet+: A Stronger Group Collaborative Co-Salient Object Detectorcited by 11
  6. 2023Co-Salient Object Detection with Co-Representation Purificationcited by 9
  7. 2022CRCNet: Few-shot Segmentation with Cross-Reference and Region-Global Conditional Networkscited by 7
  8. 2022Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagescited by 5
  9. 2022Towards Stable Co-saliency Detection and Object Co-segmentationcited by 4
  10. 2025Surface-SOS: Self-Supervised Object Segmentation via Neural Surface Representationcited by 4
  11. 2021Co-segmentation Inspired Attention Module for Video-based Computer Vision Taskscited by 1
  12. 2023LCCo: Lending CLIP to Co-Segmentationcited by 1
3 more
  1. 2021Single Stage Class Agnostic Common Object Detection: A Simple Baselinecited by 0
  2. 2022ASOC: Adaptive Self-aware Object Co-localizationcited by 0
  3. 2022Comprehensive Saliency Fusion for Object Co-segmentationcited by 0