3 papers
cs.CV2026
Harmonized Tabular-Image Fusion via Gradient-Aligned Alternating Learning
Longfei Huang, Yang Yang
Multimodal tabular-image fusion is an emerging task that has received increasing attention in various domains. However, existing methods may be hindered by gradient conflicts betwe…
cs.CV2026
Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion
QingYuan Jiang, Longfei Huang, Yang Yang
Multimodal learning (MML) is significantly constrained by modality imbalance, leading to suboptimal performance in practice. While existing approaches primarily focus on balancing…
cs.CV2025
SDMatte: Grafting Diffusion Models for Interactive Matting
Longfei Huang, Yu Liang, Hao Zhang +6
Recent interactive matting methods have shown satisfactory performance in capturing the primary regions of objects, but they fall short in extracting fine-grained details in edge r…