2 papers
cs.CV2025
Scalable Class-Incremental Learning Based on Parametric Neural Collapse
Chuangxin Zhang, Guangfeng Lin, Enhui Zhao +2
Incremental learning often encounter challenges such as overfitting to new data and catastrophic forgetting of old data. Existing methods can effectively extend the model for new t…
cs.CV2025
Frequency-Domain Fusion Transformer for Image Inpainting
Sijin He, Guangfeng Lin, Tao Li +1
Image inpainting plays a vital role in restoring missing image regions and supporting high-level vision tasks, but traditional methods struggle with complex textures and large occl…