Author

Haoran Sui

h-index 0 View on Semantic Scholar

We have 1 of 2 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Aug 2026

Rethinking Data Efficiency in Industrial Dense Prediction: Pretraining Coherence, Not Inductive Bias, Determines ViTs Low-Data Advantage

The core finding empirically identifies a data-efficiency frontier: for domain-proximal scenes with>= 200 samples, Swin-Graft surpasses YOLOv11x and CNNs retain advantage for domain-distant scenes.

Haoran Sui, Yaoyuan Jia · 0 citations