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- 1,373
- PIRM Challenge on Perceptual Image Enhancement on Smartphones: Report161
This paper reviews the first challenge on efficient perceptual image enhancement with the focus on deploying deep learning models on smartphones and proposes solutions that significantly improved baseline results defining the state-of-the-art for image enhancement on smartphones.
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- Image Super-Resolution Using Knowledge Distillation95
The proposed method significantly improves the SR performance of a student network without changing its structure, which means that the computational time and the memory consumption do not increase during the testing stage while theSR performance is significantly improved.
- NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results94
The NTIRE 2022 challenge was to super-resolve an input image with a magnification factor of ×4 based on pairs of low and corresponding high resolution images and the aim was to design a network for single image super-resolution that achieved improvement of efficiency measured according to several metrics.
- OSRT: Omnidirectional Image Super-Resolution with Distortion-aware Transformer48
This paper designs a distortion-aware Transformer (OSRT) to modulate ERP distortions continuously and self-adaptively, and proposes Fisheye downsampling, which mimics the real-world imaging process and synthesizes more realistic low-resolution samples.
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- NTIRE 2022 Challenge on Stereo Image Super-Resolution: Methods and Results35
The 1st NTIRE challenge on stereo image super-resolution (restoration of rich details in a pair of low-resolution stereo images) with a focus on new solutions and results establishes a new benchmark for stereo image SR.
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Publication data from OpenAlex; citation counts are the higher of OpenAlex and Semantic Scholar, last synced 2026-10-13. One-sentence summaries under some papers are written by Semantic Scholar’s model. Citation counts may be lower than on Google Scholar, which indexes more sources.
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