Learning srgb-to-raw-rgb de-rendering with content-aware metadata

S Nam, A Punnappurath… - Proceedings of the …, 2022 - openaccess.thecvf.com
Most camera images are rendered and saved in the standard RGB (sRGB) format by the
camera's hardware. Due to the in-camera photo-finishing routines, nonlinear sRGB images …

An improved image enhancement framework based on multiple attention mechanism

Q Chen, J Fan, W Chen - Displays, 2021 - Elsevier
Image enhancement can accentuate image feature and is necessary process in image
processing. This work focuses on fusing multi-exposure image sequences low-light image …

MERTA: micro-expression recognition with ternary attentions

B Yang, J Cheng, Y Yang, B Zhang, J Li - Multimedia Tools and …, 2021 - Springer
Micro-expression is a spontaneous and uncontrollable way to convey emotions. It contains
abundant psychological information, whose recognition has significant importance in …

Glff: Global and local feature fusion for ai-synthesized image detection

Y Ju, S Jia, J Cai, H Guan, S Lyu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the rapid development of deep generative models (such as Generative Adversarial
Networks and Diffusion models), AI-synthesized images are now of such high quality that …

ABCD: Arbitrary Bitwise Coefficient for De-quantization

WK Han, B Lee, SH Park… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Modern displays and contents support more than 8bits image and video. However, bit-
starving situations such as compression codecs make low bit-depth (LBD) images (< 8bits) …

Residual-guided multiscale fusion network for bit-depth enhancement

J Liu, X Wen, W Nie, Y Su, P Jing… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Bit-depth enhancement (BDE) is a challenging task due to stubborn false contour artifacts
and disappeared detailed information. Given the mixture of structural distortions and real …

Mrft: Multiscale recurrent fusion transformer based prior knowledge for bit-depth enhancement

X Wen, W Nie, J Liu, Y Su - … on Circuits and Systems for Video …, 2023 - ieeexplore.ieee.org
Bit-depth enhancement (BDE) plays an important role in providing high bit-depth data
support for high-dynamic range (HDR) display. Although convolutional neural network …

A little bit more: Bitplane-wise bit-depth recovery

A Punnappurath, MS Brown - IEEE Transactions on Pattern …, 2021 - ieeexplore.ieee.org
Imaging sensors digitize incoming scene light at a dynamic range of 10–12 bits (ie, 1024–
4096 tonal values). The sensor image is then processed onboard the camera and finally …

BE-ACGAN: Photo-realistic residual bit-depth enhancement by advanced conditional GAN

J Zhang, Q Dou, J Liu, Y Su, W Sun - Displays, 2021 - Elsevier
Since more demands for high quality visualization have been raised in various fields,
monitors with higher bit-depth (HBD) become popular in recent years. However, most digital …

Tanet: Target attention network for video bit-depth enhancement

J Liu, Z Yang, Y Su, X Yang - IEEE Transactions on Multimedia, 2021 - ieeexplore.ieee.org
Video bit-depth enhancement (VBDE) reconstructs high-bit-depth (HBD) frames from a low-
bit-depth (LBD) video sequence. As neighboring frames contain a considerable amount of …