3 papers
cs.CV2026
A new baseline for edge detection: Make Encoder-Decoder great again
Yachuan Li, Xavier Soria Pomab, Yongke Xi +5
The performance of deep learning based edge detector has far exceeded that of humans, but the huge computational cost and complex training strategy hinder its further development a…
cs.CV2026
AVIR: Adaptive Visual In-Document Retrieval for Efficient Multi-Page Document Question Answering
Zongmin Li, Yachuan Li, Lei Kang +2
Multi-page Document Visual Question Answering (MP-DocVQA) remains challenging because long documents not only strain computational resources but also reduce the effectiveness of th…
cs.CV2025
EDMB: Edge Detector with Mamba
Yachuan Li, Xavier Soria Poma, Yun Bai +4
Transformer-based models have made significant progress in edge detection, but their high computational cost is prohibitive. Recently, vision Mamba have shown excellent ability in…