PulseAugur
LIVE 10:23:48
research · [2 sources] ·
0
research

GTF Transformer enhances light field super-resolution with omnidirectional EPI modeling

Researchers have developed GTF, an omnidirectional EPI Transformer designed for light field image super-resolution. This new model explicitly incorporates diagonal epipolar geometry, which was previously underexplored in similar methods. GTF achieved strong performance on standard benchmarks, reaching 32.78 dB, and a lightweight variant, GTF-Tiny, also demonstrated efficiency with a low parameter count. The GTF model and its variants secured competitive rankings in the NTIRE 2026 Light Field Image Super-Resolution Challenge. AI

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

IMPACT Introduces a novel approach to light field super-resolution by incorporating diagonal epipolar geometry, potentially improving image quality in applications using light field data.

RANK_REASON The cluster contains an arXiv paper detailing a new model and its performance on benchmarks and a challenge.

Read on arXiv cs.CV →

COVERAGE [2]

  1. arXiv cs.CV TIER_1 · Kunyu Li, Fei Wang, Lichao Zhang, Junjie Liu, Bihong Li ·

    GTF: Omnidirectional EPI Transformer for Light Field Super-Resolution

    arXiv:2605.04581v1 Announce Type: new Abstract: Light field (LF) image super-resolution benefits from Epipolar Plane Images (EPIs), whose line slopes explicitly encode disparity. However, existing Transformer-based LF SR methods mainly attend to horizontal and vertical EPIs, leav…

  2. arXiv cs.CV TIER_1 · Bihong Li ·

    GTF: Omnidirectional EPI Transformer for Light Field Super-Resolution

    Light field (LF) image super-resolution benefits from Epipolar Plane Images (EPIs), whose line slopes explicitly encode disparity. However, existing Transformer-based LF SR methods mainly attend to horizontal and vertical EPIs, leaving diagonal epipolar geometry underexplored. We…