Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
144 tokens/sec
GPT-4o
7 tokens/sec
Gemini 2.5 Pro Pro
46 tokens/sec
o3 Pro
4 tokens/sec
GPT-4.1 Pro
38 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Advancements and Trends in Ultra-High-Resolution Image Processing: An Overview (2312.00250v1)

Published 30 Nov 2023 in cs.CV

Abstract: Currently, to further improve visual enjoyment, Ultra-High-Definition (UHD) images are catching wide attention. Here, UHD images are usually referred to as having a resolution greater than or equal to $3840 \times 2160$. However, since the imaging equipment is subject to environmental noise or equipment jitter, UHD images are prone to contrast degradation, blurring, low dynamic range, etc. To address these issues, a large number of algorithms for UHD image enhancement have been proposed. In this paper, we introduce the current state of UHD image enhancement from two perspectives, one is the application field and the other is the technology. In addition, we briefly explore its trends.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (40)
  1. Efficient deep models for real-time 4k image super-resolution. ntire 2023 benchmark and report. In CVPR, 2023.
  2. Multi-scale separable network for ultra-high-definition video deblurring. In ICCV, 2021.
  3. Lightweight real-time image super-resolution network for 4k images. In CVPR, 2023.
  4. Deep bilateral learning for real-time image enhancement. TOG, 36(4):1–12, 2017.
  5. Memory-efficient deformable convolution based joint denoising and demosaicing for uhd images. IEEE Transactions on Circuits and Systems for Video Technology, 32(11):7346–7358, 2022.
  6. Five a+ network: You only need 9k parameters for underwater image enhancement. In BMVC, 2023.
  7. Meflut: Unsupervised 1d lookup tables for multi-exposure image fusion. In ICCV, 2023.
  8. Practical single-image super-resolution using look-up table. In CVPR, 2021.
  9. An all-in-one network for dehazing and beyond. arXiv preprint arXiv:1707.06543, 2017.
  10. Embedding fourier for ultra-high-definition low-light image enhancement. In ICLR, 2023.
  11. Mulut: Cooperating multiple look-up tables for efficient image super-resolution. In ECCV, 2022.
  12. High-resolution photorealistic image translation in real-time: A laplacian pyramid translation network. In CVPR, 2021.
  13. Uhd low-light image enhancement via interpretable bilateral learning. Information Sciences, 608:1401–1415, 2022.
  14. 4d lut: learnable context-aware 4d lookup table for image enhancement. IEEE Transactions on Image Processing, 32:4742–4756, 2023.
  15. Under-display camera image enhancement via cascaded curve estimation. IEEE Transactions on Image Processing, 31:4856–4868, 2022.
  16. Efficient neural generation of 4k masks for homogeneous diffusion inpainting. In International Conference on Scale Space and Variational Methods in Computer Vision, 2023.
  17. Ultrahigh resolution image/video matting with spatio-temporal sparsity. In CVPR, 2023.
  18. Lgabl: Uhd multi-exposure image fusion via local and global aware bilateral learning. IEEE Transactions on Emerging Topics in Computational Intelligence, 2023.
  19. Real-time image enhancer via learnable spatial-aware 3d lookup tables. In CVPR, 2021.
  20. Ultra-high-definition low-light image enhancement: A benchmark and transformer-based method. In AAAI, 2023.
  21. Uhd underwater image enhancement via frequency-spatial domain aware network. In ACCV, 2022.
  22. Joint bilateral learning for real-time universal photorealistic style transfer. In ECCV, 2020.
  23. Single uhd image dehazing via interpretable pyramid network. Signal Processing, 214:109225, 2024.
  24. Bilateral grid learning for stereo matching networks. In CVPR, 2021.
  25. Direction-aware video demoireing with temporal-guided bilateral learning. arXiv preprint arXiv:2308.13388, 2023.
  26. Adaint: Learning adaptive intervals for 3d lookup tables on real-time image enhancement. In CVPR, 2022.
  27. Seplut: Separable image-adaptive lookup tables for real-time image enhancement. In ECCV, 2022.
  28. Bidirectional translation between uhd-hdr and hd-sdr videos. IEEE Transactions on Multimedia, 2023.
  29. Towards efficient and scale-robust ultra-high-definition image demoiréing. In ECCV, 2022.
  30. Towards real-time 4k image super-resolution. In CVPR, 2023.
  31. Learning image-adaptive 3d lookup tables for high performance photo enhancement in real-time. TPAMI, 44(4):2058–2073, 2020.
  32. Multi-scale-based joint super-resolution and inverse tone-mapping with data synthesis for uhd hdr video. Displays, 79:102492, 2023.
  33. Benchmarking ultra-high-definition image super-resolution. In ICCV, 2021.
  34. Dualbln: Dual branch lut-aware network for real-time image retouching. In ACCV, 2022.
  35. Uhd image deblurring via multi-scale cubic-mixer. arXiv preprint arXiv:2206.03678, 2022.
  36. Image restoration via uavformer for under-display camera of uav. In IROS, 2023.
  37. Ultra-high-definition image dehazing via multi-guided bilateral learning. In CVPR, 2021.
  38. Ultra-high-definition image hdr reconstruction via collaborative bilateral learning. In CVPR, 2021.
  39. 4k-resolution photo exposure correction at 125 fps with~ 8k parameters. arXiv preprint arXiv:2311.08759, 2023.
  40. Dimensional transformation mixer for ultra-high-definition industrial camera dehazing. IEEE Transactions on Industrial Informatics, 2023.

Summary

We haven't generated a summary for this paper yet.

Ai Sparkles Streamline Icon: https://streamlinehq.com Summarize Now