mlsanityData to 14 Oct 2026

Unsupervised Learning Based Focal Stack Camera Depth Estimation

arXiv 2203.07904 ↗First posted 14 Mar 2022eess.IV cs.CV cs.LGcited by 0

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Abstract (arXiv)

We propose an unsupervised deep learning based method to estimate depth from focal stack camera images. On the NYU-v2 dataset, our method achieves much better depth estimation accuracy compared to single-image based methods.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 7 references that are in the map. First posted on arXiv 14 Mar 2022.

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References · 4

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2017Learning to Synthesize a 4D RGBD Light Field from a Single Imagecited by 60
  3. 2020Single Image Depth Estimation Trained via Depth from Defocus Cuescited by 45
  4. 2017Deep Depth From Focuscited by 28

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