ECT: Fine-grained edge detection with learned cause tokens

Shaocong Xu, Xiaoxue Chen, Yuhang Zheng, Guyue Zhou, Yurong Chen, Hongbin Zha, Hao Zhao

Abstract: Highlights•The first transformer-based unified architecture tackling fine-grained and generic edge detection.•Embedding learned cause tokens in a decoder for dynamic kernel generation.•A new loss function to ensure the consistency between edge maps from unified network.•Several new benchmarks for the evaluation of fine-grained edge detection.•New SOTA results on a public benchmark and newly benchmarks.