Research map / Probabilistic and scientific modeling / Uncertainty and Gaussian processes
Deep Depth From Focus With Differential Focus Volume
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add differential features to the deep focus volume (ablation) | DFF network · DDFF-12 validation | MSE: 6.49$e^{-4}$ -> 5.70$e^{-4}$ | Helped |
| add differential features to the deep focus volume (ablation) | DFF network · FoD500 test | avgUnc.: 0.24 -> 0.17 | Helped |
| add more DFV scales (ablation) | Ours-DFV · DDFF-12 validation | MSE: 6.65$e^{-4}$ -> 6.16$e^{-4}$ -> 5.94$e^{-4}$ -> 5.70$e^{-4}$ | Helped |
| increase input stack from 2 to 3 frames (ablation) | Ours-DFV · DDFF-12 validation | MSE: 9.68$e^{-4}$ -> 6.66$e^{-4}$ | Helped |
| increase input focal-stack size (ablation) | Ours-DFV · DDFF-12 validation | avgUnc.: 10.73$e^{-2}$ -> 2.05$e^{-2}$ | Helped |
| increase input focal-stack size from 9 to 10 frames (ablation) | Ours-DFV · DDFF-12 validation | MSE: 5.90$e^{-4}$ -> 6.45$e^{-4}$ | Hurt |
Closest papers by meaning
- DualFocus: Depth from Focus with Spatio-Focal Dual Variational Constraints (NeurIPS 2025 · similarity 0.90)
- Noise Robust Depth From Focus Using a Ring Difference Filter (CVPR 2017 · similarity 0.87)
- Dense Metric Depth Estimation via Event-based Differential Focus Volume Prompting (NeurIPS 2025 · similarity 0.86)
- Structured Attention Guided Convolutional Neural Fields for Monocular Depth Estimation (CVPR 2018 · similarity 0.85)
- Multi-Focus Image Fusion via Explicit Defocus Blur Modelling (AAAI 2025 · similarity 0.84)
- Learned Binocular-Encoding Optics for RGBD Imaging Using Joint Stereo and Focus Cues (CVPR 2025 · similarity 0.82)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.