activity
20242026
most citedLotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

2 citations · 2 across the 13 of their papers we have counts for

collaborators

16 papers

cs.CV2026

InfiniVerse: Occupancy Guided Unbounded Scene Generation for Autonomous Driving

Xiaoyu Ye, Leheng Li, Xinyu Ji +8

Generating realistic, controllable, and temporally coherent urban environments is a critical yet unresolved challenge in the autonomous driving community. In this paper, we introdu…

cs.CV2026

S-VAM: Shortcut Video-Action Model by Self-Distilling Geometric and Semantic Foresight

Haodong Yan, Zhide Zhong, Jiaguan Zhu +10

Video action models (VAMs) have emerged as a promising paradigm for robot learning, owing to their powerful visual foresight for complex manipulation tasks. However, current VAMs,…

cs.CV2026

BuildAnyPoint: 3D Building Structured Abstraction from Diverse Point Clouds

Tongyan Hua, Haoran Gong, Yuan Liu +3

We introduce BuildAnyPoint, a novel generative framework for structured 3D building reconstruction from point clouds with diverse distributions, such as those captured by airborne…

cs.CV2026

SPOT-Occ: Sparse Prototype-guided Transformer for Camera-based 3D Occupancy Prediction

Suzeyu Chen, Leheng Li, Ying-Cong Chen

Achieving highly accurate and real-time 3D occupancy prediction from cameras is a critical requirement for the safe and practical deployment of autonomous vehicles. While this shif…

cs.CV2026

FlexAM: Flexible Appearance-Motion Decomposition for Versatile Video Generation Control

Mingzhi Sheng, Zekai Gu, Peng Li +4

Effective and generalizable control in video generation remains a significant challenge. While many methods rely on ambiguous or task-specific signals, we argue that a fundamental…

cs.CV2026

ReLE: A Scalable System and Structured Benchmark for Diagnosing Capability Anisotropy in Chinese LLMs

Rui Fang, Jian Li, Wei Chen +4

Large Language Models (LLMs) have achieved rapid progress in Chinese language understanding, yet accurately evaluating their capabilities remains challenged by benchmark saturation…

cs.CV2025

Lotus-2: Advancing Geometric Dense Prediction with Powerful Image Generative Model

Jing He, Haodong Li, Mingzhi Sheng +1

Recovering pixel-wise geometric properties from a single image is fundamentally ill-posed due to appearance ambiguity and non-injective mappings between 2D observations and 3D stru…

cs.RO2025

Embodied Arena: A Comprehensive, Unified, and Evolving Evaluation Platform for Embodied AI

Fei Ni, Min Zhang, Pengyi Li +34

Embodied AI development significantly lags behind large foundation models due to three critical challenges: (1) lack of systematic understanding of core capabilities needed for Emb…

cs.CV2025

DA: Depth Anything in Any Direction

Haodong Li, Wangguangdong Zheng, Jing He +5

Panorama has a full FoV (360180), offering a more complete visual description than perspective images. Thanks to this characteristic, panoramic depth estimati…

cs.CV2025

Improving Joint Embedding Predictive Architecture with Diffusion Noise

Yuping Qiu, Rui Zhu, Ying-cong Chen

Self-supervised learning has become an incredibly successful method for feature learning, widely applied to many downstream tasks. It has proven especially effective for discrimina…

cs.CV2025

StreamGS: Online Generalizable Gaussian Splatting Reconstruction for Unposed Image Streams

Yang LI, Jinglu Wang, Lei Chu +4

The advent of 3D Gaussian Splatting (3DGS) has advanced 3D scene reconstruction and novel view synthesis. With the growing interest of interactive applications that need immediate…

cs.CV2024

DisEnvisioner: Disentangled and Enriched Visual Prompt for Customized Image Generation

Jing He, Haodong Li, Yongzhe Hu +4

In the realm of image generation, creating customized images from visual prompt with additional textual instruction emerges as a promising endeavor. However, existing methods, both…

cs.CV2024

OmniBooth: Learning Latent Control for Image Synthesis with Multi-modal Instruction

Leheng Li, Weichao Qiu, Xu Yan +6

We present OmniBooth, an image generation framework that enables spatial control with instance-level multi-modal customization. For all instances, the multimodal instruction can be…

cs.CV2024

SyntheOcc: Synthesize Geometric-Controlled Street View Images through 3D Semantic MPIs

Leheng Li, Weichao Qiu, Yingjie Cai +4

The advancement of autonomous driving is increasingly reliant on high-quality annotated datasets, especially in the task of 3D occupancy prediction, where the occupancy labels requ…

cs.CV2024

Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological Measurement

Haodong Li, Hao Lu, Ying-Cong Chen

Remote photoplethysmography (rPPG) is gaining prominence for its non-invasive approach to monitoring physiological signals using only cameras. Despite its promise, the adaptability…

cs.CV2024★ 2 cited

Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Jing He, Haodong Li, Wei Yin +6

Leveraging the visual priors of pre-trained text-to-image diffusion models offers a promising solution to enhance zero-shot generalization in dense prediction tasks. However, exist…