5 papers
GLUT: 3D Gaussian Lookup Table for Continuous Color Transformation
Danna Xue, David Serrano-Lozano, Shaolin Su +1
3D Lookup Tables (3D LUTs) are widely used for color mapping, but their grid-based representation requires discretizing the RGB space, leading to a capacity-memory trade-off that b…
Metric-Guided Feature Fusion of Visual Foundation Models for Segmentation Tasks
Yachan Guo, JoseLuis Gomez Zurita, Danna Xue +2
Although large-scale visual foundation models (VFMs) achieve remarkable performance in semantic understanding, they still underperform in instance-aware dense prediction tasks. The…
Bridging the Perception Gap in Image Super-Resolution Evaluation
Shaolin Su, Josep M. Rocafort, Danna Xue +3
As super-resolution (SR) techniques advance, we observe a growing distrust of evaluation metrics in recent SR research. An inconsistency often emerges between certain evaluation cr…
HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks
Maria Pilligua, Danna Xue, Javier Vazquez-Corral
Decomposing a video into a layer-based representation is crucial for easy video editing for the creative industries, as it enables independent editing of specific layers. Existing…
Bit-depth color recovery via off-the-shelf super-resolution models
Xuanshuo Fu, Danna Xue, Javier Vazquez-Corral
Advancements in imaging technology have enabled hardware to support 10 to 16 bits per channel, facilitating precise manipulation in applications like image editing and video proces…