Selective Light Field Refocusing for Camera Arrays Using Bokeh Rendering and Superresolution
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Abstract (arXiv)
Camera arrays provide spatial and angular information within a single snapshot. With refocusing methods, focal planes can be altered after exposure. In this letter, we propose a light field refocusing method to improve the imaging quality of camera arrays. In our method, the disparity is first estimated. Then, the unfocused region (bokeh) is rendered by using a depth-based anisotropic filter. Finally, the refocused image is produced by a reconstruction-based superresolution approach where the bokeh image is used as a regularization term. Our method can selectively refocus images with focused region being superresolved and bokeh being aesthetically rendered. Our method also enables postadjustment of depth of field. We conduct experiments on both public and self-developed datasets. Our method achieves superior visual performance with acceptable computational cost as compared to other state-of-the-art methods. Code is available at https://github.com/YingqianWang/Selective-LF-Refocusing.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). Builds on 0 of its 28 references that are in the map. First posted on arXiv 9 Aug 2021.
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Citing papers per year: 2021: 2; 2022: 4; 2023: 5; 2024: 3; 2025: 1; 2026: 1.
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- 2022Disentangling Light Fields for Super-Resolution and Disparity Estimationcited by 42
- 2021Light Field Image Super-Resolution with Transformerscited by 31
- 2022Occlusion-Aware Cost Constructor for Light Field Depth Estimationcited by 23
- 2022Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimationcited by 12
- 2022LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Imagescited by 12
- 2023DC2: Dual-Camera Defocus Control by Learning to Refocuscited by 12
- 2021Dense Dual-Attention Network for Light Field Image Super-Resolutioncited by 7
- 2023NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Resultscited by 7
- 2024LFMamba: Light Field Image Super-Resolution with State Space Modelcited by 7
- 2023OccCasNet: Occlusion-aware Cascade Cost Volume for Light Field Depth Estimationcited by 3
- 2023Toward Real-World Light Field Super-Resolutioncited by 3
- 2024LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extractioncited by 2
4 more
- 2024PNR: Physics-informed Neural Representation for high-resolution LFM reconstructioncited by 1
- 2023Learning based Deep Disentangling Light Field Reconstruction and Disparity Estimation Applicationcited by 0
- 2025Exploring Non-Local Spatial-Angular Correlations with a Hybrid Mamba-Transformer Framework for Light Field Super-Resolutioncited by 0
- 2026VSANet: View-aware Sparse Attention Network for Light Field Image Denoisingcited by 0
- 2026VSANet: View-aware Sparse Attention Network for Light Field Image Denoising23 Jun 2026
- 2025Exploring Non-Local Spatial-Angular Correlations with a Hybrid Mamba-Transformer Framework for Light Field Super-Resolution5 Sep 2025
- 2024PNR: Physics-informed Neural Representation for high-resolution LFM reconstruction26 Sep 2024
- 2024LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extraction26 Sep 2024
- 2024LFMamba: Light Field Image Super-Resolution with State Space Model18 Jun 2024
- 2023Learning based Deep Disentangling Light Field Reconstruction and Disparity Estimation Application14 Nov 2023
- 2023Toward Real-World Light Field Super-Resolution30 May 2023
- 2023OccCasNet: Occlusion-aware Cascade Cost Volume for Light Field Depth Estimation28 May 2023
- 2023NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Results20 Apr 2023
- 2023DC2: Dual-Camera Defocus Control by Learning to Refocus6 Apr 2023
- 2022LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Images6 Sep 2022
- 2022Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimation20 Aug 2022
4 more
- 2022Occlusion-Aware Cost Constructor for Light Field Depth Estimation3 Mar 2022
- 2022Disentangling Light Fields for Super-Resolution and Disparity Estimation22 Feb 2022
- 2021Dense Dual-Attention Network for Light Field Image Super-Resolution23 Oct 2021
- 2021Light Field Image Super-Resolution with Transformers17 Aug 2021
- 2022Disentangling Light Fields for Super-Resolution and Disparity Estimationcited by 42
- 2021Light Field Image Super-Resolution with Transformerscited by 31
- 2022Occlusion-Aware Cost Constructor for Light Field Depth Estimationcited by 23
- 2022Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimationcited by 12
- 2022LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Imagescited by 12
- 2023DC2: Dual-Camera Defocus Control by Learning to Refocuscited by 12
- 2021Dense Dual-Attention Network for Light Field Image Super-Resolutioncited by 7
- 2023NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Resultscited by 7
- 2024LFMamba: Light Field Image Super-Resolution with State Space Modelcited by 7
- 2023OccCasNet: Occlusion-aware Cascade Cost Volume for Light Field Depth Estimationcited by 3
- 2023Toward Real-World Light Field Super-Resolutioncited by 3
- 2024LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extractioncited by 2
12 most cited of 15 All 15 (JSON)
- 2026VSANet: View-aware Sparse Attention Network for Light Field Image Denoising23 Jun 2026
- 2024PNR: Physics-informed Neural Representation for high-resolution LFM reconstruction26 Sep 2024
- 2024LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extraction26 Sep 2024
- 2024LFMamba: Light Field Image Super-Resolution with State Space Model18 Jun 2024
- 2023Learning based Deep Disentangling Light Field Reconstruction and Disparity Estimation Application14 Nov 2023
- 2023Toward Real-World Light Field Super-Resolution30 May 2023
- 2023OccCasNet: Occlusion-aware Cascade Cost Volume for Light Field Depth Estimation28 May 2023
- 2023NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Results20 Apr 2023
- 2023DC2: Dual-Camera Defocus Control by Learning to Refocus6 Apr 2023
- 2022LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Images6 Sep 2022
- 2022Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimation20 Aug 2022
- 2022Occlusion-Aware Cost Constructor for Light Field Depth Estimation3 Mar 2022
12 newest of 15 All 15 (JSON)