activity
20242026
most citedThink Before You Diffuse: Infusing Physical Rules into Video Diffusion

1 citations · 1 across the 12 of their papers we have counts for

collaborators

12 papers

cs.CV2026

Self-Supervised Visual On-Policy Distillation

Yijiang Li, Yijun Liang, Yunjie Tian +6

Visual on-policy distillation relies heavily on an informative teacher-student asymmetry, through either a larger, stronger teacher or privileged supervision, such as reference ans…

cs.CV2026

3D Consistency Optimization for Self-Supervised Monocular Video Depth Estimation

Yuanye Liu, Ke Zhang, Junzhe Jiang +3

Reliable monocular video depth estimation is crucial for downstream 3D reasoning and embodied AI in endoscopic navigation. However, existing self-supervised approaches typically tr…

cs.CV2026

On-Policy Distillation with Best-of-N Teacher Rollout Selection

Ke Zhang, Yunjie Tian, Dongdi Zhao +4

On-policy distillation (OPD), which supervises a student on its own sampled trajectories, has emerged as a data-efficient post-training method for improving reasoning while avoidin…

cs.CV2026

Progressive Online Video Understanding with Evidence-Aligned Timing and Transparent Decisions

Kecheng Zhang, Zongxin Yang, Mingfei Han +6

Visual agents operating in the wild must respond to queries precisely when sufficient evidence first appears in a video stream, a critical capability that is overlooked by conventi…

math.QA2026

On the structure of categorical duality operators

Corey Jones, Xinping Yang

We systematically study categorical duality operators on spin (and anyon) chains with respect to an internal fusion category symmetry C. We parameterize duality operators on the qu…

cs.CV2026

GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning

Ruiheng Liu, Haihong Hao, Mingfei Han +4

Advancing towards artificial superintelligence requires rich and intelligent perceptual capabilities. A critical frontier in this pursuit is overcoming the limited spatial understa…

cs.CV2025

Endless World: Real-Time 3D-Aware Long Video Generation

Ke Zhang, Yiqun Mei, Jiacong Xu +1

Producing long, coherent video sequences with stable 3D structure remains a major challenge, particularly in streaming scenarios. Motivated by this, we introduce Endless World, a r…

cs.CV2025

FreeViS: Training-free Video Stylization with Inconsistent References

Jiacong Xu, Yiqun Mei, Ke Zhang +1

Video stylization plays a key role in content creation, but it remains a challenging problem. Naïvely applying image stylization frame-by-frame hurts temporal consistency and reduc…

cs.CV2025★ 1 cited

Think Before You Diffuse: Infusing Physical Rules into Video Diffusion

Ke Zhang, Cihan Xiao, Jiacong Xu +2

Recent video diffusion models have demonstrated their great capability in generating visually-pleasing results, while synthesizing the correct physical effects in generated videos…

eess.IV2025

HarmonySeg: Tubular Structure Segmentation with Deep-Shallow Feature Fusion and Growth-Suppression Balanced Loss

Yi Huang, Ke Zhang, Wei Liu +6

Accurate segmentation of tubular structures in medical images, such as vessels and airway trees, is crucial for computer-aided diagnosis, radiotherapy, and surgical planning. Howev…

cs.CV2025

MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation

Ke Zhang, Vishal M. Patel

Curating large-scale fully annotated datasets is expensive, laborious, and cumbersome, especially for medical images. Several methods have been proposed in the literature that make…

cs.CV2024

ModelMix: A New Model-Mixup Strategy to Minimize Vicinal Risk across Tasks for Few-scribble based Cardiac Segmentation

Ke Zhang, Vishal M. Patel

Pixel-level dense labeling is both resource-intensive and time-consuming, whereas weak labels such as scribble present a more feasible alternative to full annotations. However, tra…