works on

From the 1 of 23 linked papers with an AI index.

collaborators

23 papers

cs.CV2026

SimWAM: A Simple World Action Model for End-to-End Autonomous Driving

Zongchuang Zhao, Xin Zhou, Tianyang Xu +5

World-Action Models (WAMs) improve end-to-end autonomous driving by transferring video dynamics priors to action prediction, but existing methods incur costly test-time future imag…

cs.CV2026

TurboVLA: Real-Time Vision-Language-Action Model at 32 Hz on an RTX 4090 with <1 GB VRAM

Hengyi Xie, Chenfei Yao, Xianjin Wu +7

TurboVLA is a vision-language-action model that directly maps visual observations and language instructions to robot actions, achieving real-time performance (32 Hz) on an RTX 4090…

cs.CV2026

Wat3R: Underwater 3D Geometry Learning without Annotations

Jiangwei Ren, Xingyu Jiang, Zijie Song +4

Estimating 3D geometry in underwater environments presents unique challenges due to light attenuation, scattering, and the absence of large-scale, high-quality 3D annotations. Pion…

cs.CV2026

Towards Generalizable Robotic Manipulation in Dynamic Environments

Heng Fang, Shangru Li, Shuhan Wang +3

Vision-Language-Action (VLA) models excel in static manipulation but struggle in dynamic environments with moving targets. This performance gap primarily stems from a scarcity of d…

cs.CV2026

HERMES++: Toward a Unified Driving World Model for 3D Scene Understanding and Generation

Xin Zhou, Dingkang Liang, Xiwu Chen +4

Driving world models serve as a pivotal technology for autonomous driving by simulating environmental dynamics. However, existing approaches predominantly focus on future scene gen…

cs.CV2026

When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models

Zhengyang Sun, Yu Chen, Xin Zhou +4

Text-to-video diffusion models have enabled open-ended video synthesis, but often struggle with generating the correct number of objects specified in a prompt. We introduce NUMINA…