Saliency Driven Image Manipulation
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Abstract (arXiv)
Have you ever taken a picture only to find out that an unimportant background object ended up being overly salient? Or one of those team sports photos where your favorite player blends with the rest? Wouldn't it be nice if you could tweak these pictures just a little bit so that the distractor would be attenuated and your favorite player will stand-out among her peers? Manipulating images in order to control the saliency of objects is the goal of this paper. We propose an approach that considers the internal color and saliency properties of the image. It changes the saliency map via an optimization framework that relies on patch-based manipulation using only patches from within the same image to achieve realistic looking results. Applications include object enhancement, distractors attenuation and background decluttering. Comparing our method to previous ones shows significant improvement, both in the achieved saliency manipulation and in the realistic appearance of the resulting images.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Dec 2016.
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Citing papers per year: 2021: 5; 2022: 1; 2023: 2; 2024: 0; 2025: 1.
9 papers.
- 2021Boundary-Aware Segmentation Network for Mobile and Web Applicationscited by 41
- 2021Deep Saliency Prior for Reducing Visual Distractioncited by 17
- 2023Realistic Saliency Guided Image Enhancementcited by 14
- 2021Unifying Global-Local Representations in Salient Object Detection with Transformercited by 11
- 2021Neural Knitworks: Patched Neural Implicit Representation Networkscited by 7
- 2022A Saliency-Guided Street View Image Inpainting Framework for Efficient Last-Meters Wayfindingcited by 4
- 2023Salient Mask-Guided Vision Transformer for Fine-Grained Classificationcited by 3
- 2025SPICE: A Synergistic, Precise, Iterative, and Customizable Image Editing Workflowcited by 2
- 2021SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platformscited by 1
- 2025SPICE: A Synergistic, Precise, Iterative, and Customizable Image Editing Workflow13 Apr 2025
- 2023Realistic Saliency Guided Image Enhancement9 Jun 2023
- 2023Salient Mask-Guided Vision Transformer for Fine-Grained Classification11 May 2023
- 2022A Saliency-Guided Street View Image Inpainting Framework for Efficient Last-Meters Wayfinding14 May 2022
- 2021Neural Knitworks: Patched Neural Implicit Representation Networks29 Sep 2021
- 2021Deep Saliency Prior for Reducing Visual Distraction5 Sep 2021
- 2021Unifying Global-Local Representations in Salient Object Detection with Transformer5 Aug 2021
- 2021SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platforms23 Mar 2021
- 2021Boundary-Aware Segmentation Network for Mobile and Web Applications12 Jan 2021