Missing recovery: Single image reflection removal based on auxiliary prior learning

WT Chen, KY Chen, IH Chen, HY Fang… - … on Image Processing, 2022 - ieeexplore.ieee.org
… [27] designed a deep encoderdecoder network by considering the physical formulation of
reflections in digital imaging. Zhang et al. [29] proposed a customized exclusion loss that …

Seeing deeply and bidirectionally: A deep learning approach for single image reflection removal

J Yang, D Gong, L Liu, Q Shi - Proceedings of the european …, 2018 - openaccess.thecvf.com
… -based GMM prior to model the natural image for reflection removal. Deep learning based
methods Some recent works start to employ learning based methods in reflection removal …

DURRNET: Deep unfolded single image reflection removal network with joint prior

JJ Huang, T Liu, J Xia, M Wang… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
prior and the l0 gradient sparsity prior are used in [5] to formulate the optimization problem
for reflection … for modelling patch prior to exploit the ghosting effects on reflection. The above …

Dereflection any image with diffusion priors and diversified data

J Hu, C Yang, Z Zhou, J Fang, Q Tian… - Proceedings of the AAAI …, 2026 - ojs.aaai.org
… transmission layer recovery, we build our generative prior-based model on one-step diffusion
(… A generic deep architecture for single image reflection removal and image smoothing. In …

Region-aware reflection removal with unified content and gradient priors

R Wan, B Shi, LY Duan, AH Tan… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
reflections, then we introduce the detailed formulation of content prior based on the region
labels, and finally we introduce our gradient priors for background and reflection, respectively. …

Self-supervised monocular depth estimation on water scenes via specular reflection prior

Z Lu, Y Chen - Digital Signal Processing, 2024 - Elsevier
… for deep-learning depth estimation on water scenes via intra-frame priors, known as reflection
… In the first stage, a water segmentation network is performed to separate the reflection

Multi-modal Image Reflection Removal with Prior Knowledge of Reflection Structure Inconsistency

Y Liu, K Luo, J Chen - … on Data Science and Systems (DSS), 2024 - ieeexplore.ieee.org
Reflection-structure Inconsistency Prior Network (MRIP-Net), which leverages prior knowledge
of reflection … To fuse the encoder and decoder features, we proposed the Deep Structure …

Single image reflection removal based on dark channel sparsity prior

X Zhang, K Xing, Q Liu, D Chen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
reflection-contaminated image and the reflection-free image empirically and theoretically. We
include the dark channel prior to restore transmission layers from reflection… , the four deep-…

Joint reflection removal and depth estimation from a single image

Y Chang, C Jung, J Sun - IEEE Transactions on Cybernetics, 2020 - ieeexplore.ieee.org
… for reflection removal if certain prior knowledge [1] is absent. Unlike single image reflection
… Therefore, the potential of deep learning on reflection removal had been unexplored for a …

Reflection Fosters Deep Learning: The'Reflection Page & Relevant to You'Intervention.

MR Young - Journal of Instructional Pedagogies, 2018 - ERIC
… at the end of the unit, just prior to the unit’s in-class exam. The … direct effect of reflection on
the use of deep learning strategies (… reflection intervention produced an indirect effect on deep