Mike Zheng Shou

AnyFlow: Any-Step Video Diffusion Model with On-Policy Flow Map Distillation

arXiv 2026

GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents

arXiv 2026

World Action Models: The Next Frontier in Embodied AI

arXiv 2026

Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond

arXiv 2026

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models

arXiv 2026

Olaf-World: Orienting Latent Actions for Video World Modeling

arXiv 2026

Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance

arXiv 2026

FocusUI: Efficient UI Grounding via Position-Preserving Visual Token Selection

arXiv 2026

OmniHumanoid: Streaming Cross-Embodiment Video Generation with Paired-Free Adaptation

arXiv 2026

ShowUI-Aloha: Human-Taught GUI Agent

arXiv 2026

Sparkle: Realizing Lively Instruction-Guided Video Background Replacement via Decoupled Guidance

arXiv 2026

Code2Video: A Code-centric Paradigm for Educational Video Generation

arXiv 2025

Paper2Video: Automatic Video Generation from Scientific Papers

arXiv 2025

Show-o2: Improved Native Unified Multimodal Models

arXiv 2025

LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale

arXiv 2025

OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data

arXiv 2025

D-AR: Diffusion via Autoregressive Models

arXiv 2025

Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models

arXiv 2025

macOSWorld: A Multilingual Interactive Benchmark for GUI Agents

arXiv 2025

SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost

sam-i2v-upgrading-sam-to-support-promptable

Edit Transfer: Learning Image Editing via Vision In-Context Relations

arXiv 2025

UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning

arXiv 2025

Balanced Image Stylization with Style Matching Score

ICCV 2025

ShowUI-π: Flow-based Generative Models as GUI Dexterous Hands

arXiv 2025

MakeAnything: Harnessing Diffusion Transformers for Multi-Domain Procedural Sequence Generation

arXiv 2025

TPDiff: Temporal Pyramid Video Diffusion Model

arXiv 2025

X-Humanoid: Robotize Human Videos to Generate Humanoid Videos at Scale

arXiv 2025

The Consistency Critic: Correcting Inconsistencies in Generated Images via Reference-Guided Attentive Alignment

arXiv 2025

EVOLVE-VLA: Test-Time Training from Environment Feedback for Vision-Language-Action Models

arXiv 2025

The Image as Its Own Reward: Reinforcement Learning with Adversarial Reward for Image Generation

arXiv 2025

Computer-Use Agents as Judges for Generative User Interface

arXiv 2025

H2R-Grounder: A Paired-Data-Free Paradigm for Translating Human Interaction Videos into Physically Grounded Robot Videos

arXiv 2025

Reinforcement Learning in Vision: A Survey

arXiv 2025

Multi-human Interactive Talking Dataset

arXiv 2025

DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles

CVPR 2025 1

Factorized Learning for Temporally Grounded Video-Language Models

arXiv 2025

Tuning-Free Image Editing with Fidelity and Editability via Unified Latent Diffusion Model

arXiv 2025

PhotoDoodle: Learning Artistic Image Editing from Few-Shot Pairwise Data

arXiv 2025

VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary

CVPR 2025 1

Long-Context Autoregressive Video Modeling with Next-Frame Prediction

long-context-autoregressive-video-modeling

Automated Movie Generation via Multi-Agent CoT Planning

arXiv 2025

VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning

arXiv 2025

WorldGUI: An Interactive Benchmark for Desktop GUI Automation from Any Starting Point

arXiv 2025

LayerTracer: Cognitive-Aligned Layered SVG Synthesis via Diffusion Transformer

ICCV 2025

Impossible Videos

arXiv 2025

Moonshot: Towards Controllable Video Generation and Editing with Multimodal Conditions

arXiv 2024

FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data

arXiv 2024

Skinned Motion Retargeting with Dense Geometric Interaction Perception

arXiv 2024

ROICtrl: Boosting Instance Control for Visual Generation

CVPR 2025 1

Visual Perception by Large Language Model's Weights

arXiv 2024

EvolveDirector: Approaching Advanced Text-to-Image Generation with Large Vision-Language Models

arXiv 2024

Learning Video Context as Interleaved Multimodal Sequences

arXiv 2024

Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning

arXiv 2024

Image Watermarks are Removable Using Controllable Regeneration from Clean Noise

arXiv 2024

DragAnything: Motion Control for Anything using Entity Representation

arXiv 2024

The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer Use

arXiv 2024

Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

arXiv 2024

ShowUI: One Vision-Language-Action Model for GUI Visual Agent

CVPR 2025 1

Hallucination of Multimodal Large Language Models: A Survey

arXiv 2024

Faster Diffusion via Temporal Attention Decomposition

arXiv 2024

LOVA3: Learning to Visual Question Answering, Asking and Assessment

arXiv 2024

One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos

arXiv 2024

Learning Long-form Video Prior via Generative Pre-Training

arXiv 2024

Too Large; Data Reduction for Vision-Language Pre-Training

ICCV 2023 1

MLLMs-Augmented Visual-Language Representation Learning

arXiv 2023

Making Vision Transformers Efficient from A Token Sparsification View

CVPR 2023 1

SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels

arXiv 2023

Unsupervised Open-Vocabulary Object Localization in Videos

ICCV 2023 1

DiffuMask: Synthesizing Images with Pixel-level Annotations for Semantic Segmentation Using Diffusion Models

ICCV 2023 1

Show-1: Marrying Pixel and Latent Diffusion Models for Text-to-Video Generation

arXiv 2023

MotionDirector: Motion Customization of Text-to-Video Diffusion Models

arXiv 2023

UniVTG: Towards Unified Video-Language Temporal Grounding

ICCV 2023 1

BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion

ICCV 2023 1

ViT-Lens: Initiating Omni-Modal Exploration through 3D Insights

arXiv 2023

VisorGPT: Learning Visual Prior via Generative Pre-Training

arXiv 2023

EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the Backbone

ICCV 2023 1

CVPR 2023 Text Guided Video Editing Competition

arXiv 2023

Bootstrapping SparseFormers from Vision Foundation Models

CVPR 2024 1

Parrot Captions Teach CLIP to Spot Text

arXiv 2023

Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task

arXiv 2022

Label-Efficient Online Continual Object Detection in Streaming Video

ICCV 2023 1

Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation

ICCV 2023 1

All in One: Exploring Unified Video-Language Pre-training

CVPR 2023 1

Egocentric Video-Language Pretraining

arXiv 2022

Position-guided Text Prompt for Vision-Language Pre-training

CVPR 2023 1