Research map / Image generation / Image restoration
Radiometric Calibration for Internet Photo Collections
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 |
|---|---|---|---|
| Estimate all images' inverse response functions jointly using albedo-ratio rank minimization | Radiometric calibration of Internet photo collections · Real photo collections, scene 1 RGB channels | RMSE: 0.0137 vs. 0.0458 and 0.0991 | Helped |
| Estimate all images' inverse response functions jointly using albedo-ratio rank minimization | Radiometric calibration of Internet photo collections · Real photo collections, scene 3 R channel | RMSE: 0.0451; Diaz13 0.0609; Lin04 0.0291 | Mixed |
| Increase the diversity and number of albedo and surface-normal pixel pairs (ablation) | Synthetic joint response-function estimation · Synthetic data | RMSE: row-wise decreasing tendency | Helped |
| Use a polynomial order larger than 5 (ablation) | Synthetic joint response-function estimation · Synthetic data | RMSE: polynomial order larger than 5 | Helped |
| Use ratio-based calibration under large imaging noise (ablation) | Proposed radiometric calibration method · Synthetic data with high noise | RMSE | Hurt |
Closest papers by meaning
- Radiometric Calibration From Faces in Images (CVPR 2017 · similarity 0.88)
- Self-Calibrating Polarising Radiometric Calibration (CVPR 2018 · similarity 0.84)
- Efficient and Robust Color Consistency for Community Photo Collections (CVPR 2016 · similarity 0.82)
- Automatic Spectral Calibration of Hyperspectral Images: Method, Dataset and Benchmark (CVPR 2025 · similarity 0.81)
- DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency (CVPR 2024 · similarity 0.81)
- Evaluate Geometry of Radiance Fields with Low-Frequency Color Prior (AAAI 2024 · similarity 0.78)
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.