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Heng Fang

3 accepted papers

2025

LineArt: A Knowledge-guided Training-free High-quality Appearance Transfer for Design Drawing with Diffusion Model

CVPR 2025poster

Image rendering from line drawings is vital in design and image generation technologies reduce costs, yet professional line drawings demand preserving complex details. Text prompts struggle with accuracy, and image translation struggles with consistency and fine-grained control. We present LineArt,…

Cited by 1SourcePDFScholar
2025

Revisiting End-to-End Learning with Slide-level Supervision in Computational Pathology

NeurIPS 2025poster

Pre-trained encoders for offline feature extraction followed by multiple instance learning (MIL) aggregators have become the dominant paradigm in computational pathology (CPath), benefiting cancer diagnosis and prognosis. However, performance limitations arise from the absence of encoder fine-tuning…

Cited by 0SourcecodeScholar
2024

DeFlow: Decoder of Scene Flow Network in Autonomous Driving

ICRA 2024poster

Scene flow estimation determines a scene’s 3D motion field, by predicting the motion of points in the scene, especially for aiding tasks in autonomous driving. Many networks with large-scale point clouds as input use voxelization to create a pseudo-image for real-time running. However, the voxelizat…

Cited by 20SourcecodeScholar