activity
20222026
most citedPromising or Elusive? Unsupervised Object Segmentation from Real-world Single Images

4 citations · 4 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

PhysInOne: Visual Physics Learning and Reasoning in One Suite

Siyuan Zhou, Hejun Wang, Hu Cheng +36

We present PhysInOne, a large-scale synthetic dataset addressing the critical scarcity of physically-grounded training data for AI systems. Unlike existing datasets limited to mere…

cs.CV2025

RayletDF: Raylet Distance Fields for Generalizable 3D Surface Reconstruction from Point Clouds or Gaussians

Shenxing Wei, Jinxi Li, Yafei Yang +2

In this paper, we present a generalizable method for 3D surface reconstruction from raw point clouds or pre-estimated 3D Gaussians by 3DGS from RGB images. Unlike existing coordina…

cs.CV2025

unMORE: Unsupervised Multi-Object Segmentation via Center-Boundary Reasoning

Yafei Yang, Zihui Zhang, Bo Yang

We study the challenging problem of unsupervised multi-object segmentation on single images. Existing methods, which rely on image reconstruction objectives to learn objectness or…

cs.CV2025

GrabS: Generative Embodied Agent for 3D Object Segmentation without Scene Supervision

Zihui Zhang, Yafei Yang, Hongtao Wen +1

We study the hard problem of 3D object segmentation in complex point clouds without requiring human labels of 3D scenes for supervision. By relying on the similarity of pretrained…

cs.CV20224 cited

Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images

Yafei Yang, Bo Yang

In this paper, we study the problem of unsupervised object segmentation from single images. We do not introduce a new algorithm, but systematically investigate the effectiveness of…