1 citations · 2 across the 12 of their papers we have counts for
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LIFT: Layout-In-Future Video Generation under Large Viewpoint Change via On-Policy Self-Distillation
Shengxiang Ji, Boyang Wang, Haiyang Xu +9
We introduce LIFT, a unified image-to-video generation framework that complements camera control with Layout-In-FuTure control, enabling users to specify what should appear in a fu…
RECAP-Forcing: Retaining Content Appearances for Long Video Generation
Haiyang Xu, Zheng Ding, Zhuowen Tu
Long autoregressive video generation faces a fundamental memory challenge: with a finite attention window, a model must decide which information from an ever-expanding history to r…
Hyper^2: Unleashing Hyperbolic Geometry's Full Potential via Dual-Space Consistency
Guantian Zheng, Haiyang Xu, Tianyu Gao
HyperbolicCD pioneered hyperbolic geometry for point cloud completion by replacing the Euclidean Chamfer distance with arcosh(1+alpha||x-y||^2), but the reported gains are modest (…
SemLayer: Semantic-aware Generative Segmentation and Layer Construction for Abstract Icons
Haiyang Xu, Ronghuan Wu, Li-Yi Wei +5
Graphic icons are a cornerstone of modern design workflows, yet they are often distributed as flattened single-path or compound-path graphics, where the original semantic layering…
CyCLeGen: Cycle-Consistent Layout Prediction and Image Generation in Vision Foundation Models
Xiaojun Shan, Haoyu Shen, Yucheng Mao +5
We present CyCLeGen, a unified vision-language foundation model capable of both image understanding and image generation within a single autoregressive framework. Unlike existing v…