Cover Image

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Qize, Yao, Shimin, Chen, Weixuan, Fu, Shenghao, Bai, Detao, Zhao, Jiaxing, Sun, Boyuan, Yin, Bowen, Wei, Xihan, Zhou, Jingren
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HumanOmni: A Large Vision-Speech Language Model for Human-Centric Video Understanding
by: Zhao, Jiaxing, et al.
Published: (2025)

HumanOmni-Speaker: Identifying Who said What and When
by: Bai, Detao, et al.
Published: (2026)

OmniEncoder: See, Hear, and Feel Continuous Motion Like Humans With One Encoder
by: Bai, Detao, et al.
Published: (2026)

Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis
by: Yang, Qize, et al.
Published: (2025)

R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning
by: Zhao, Jiaxing, et al.
Published: (2025)

LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning
by: Dai, Yifan, et al.
Published: (2026)

OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM
by: Ye, Hanrong, et al.
Published: (2025)

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs
by: Chen, Qian, et al.
Published: (2026)

LOVE-R1: Advancing Long Video Understanding with an Adaptive Zoom-in Mechanism via Multi-Step Reasoning
by: Fu, Shenghao, et al.
Published: (2025)

OmniGuard: Unified Omni-Modal Guardrails with Deliberate Reasoning
by: Zhu, Boyu, et al.
Published: (2025)

OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering
by: Jia, Yiduo, et al.
Published: (2026)

Frozen-DETR: Enhancing DETR with Image Understanding from Frozen Foundation Models
by: Fu, Shenghao, et al.
Published: (2024)

RoboOmni: Proactive Robot Manipulation in Omni-modal Context
by: Wang, Siyin, et al.
Published: (2025)

OmniACBench: A Benchmark for Evaluating Context-Grounded Acoustic Control in Omni-Modal Models
by: Kim, Seunghee, et al.
Published: (2026)

See What I Mean: Aligning Vision and Language Representations for Video Fine-grained Object Understanding
by: Sun, Boyuan, et al.
Published: (2026)

ActionArt: Advancing Multimodal Large Models for Fine-Grained Human-Centric Video Understanding
by: Peng, Yi-Xing, et al.
Published: (2025)

OmniDiT: Extending Diffusion Transformer to Omni-VTON Framework
by: Zeng, Weixuan, et al.
Published: (2026)

VINO: A Unified Visual Generator with Interleaved OmniModal Context
by: Chen, Junyi, et al.
Published: (2026)

OmniGAIA: Towards Native Omni-Modal AI Agents
by: Li, Xiaoxi, et al.
Published: (2026)

VideoOdyssey: A Benchmark for Ultra-Long-Context and Omni-Modal Video Understanding
by: He, Haichen, et al.
Published: (2026)

LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs
by: Sun, Boyuan, et al.
Published: (2025)

ShapeLLM-Omni: A Native Multimodal LLM for 3D Generation and Understanding
by: Ye, Junliang, et al.
Published: (2025)

OmniTrace: A Unified Framework for Generation-Time Attribution in Omni-Modal LLMs
by: Yan, Qianqi, et al.
Published: (2026)

LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding
by: Sun, Boyuan, et al.
Published: (2025)

LongInsightBench: A Comprehensive Benchmark for Evaluating Omni-Modal Models on Human-Centric Long-Video Understanding
by: Han, ZhaoYang, et al.
Published: (2025)

OmniVGGT: Omni-Modality Driven Visual Geometry Grounded Transformer
by: Peng, Haosong, et al.
Published: (2025)

OmniAD: Detect and Understand Industrial Anomaly via Multimodal Reasoning
by: Zhao, Shifang, et al.
Published: (2025)

A Hierarchical Semantic Distillation Framework for Open-Vocabulary Object Detection
by: Fu, Shenghao, et al.
Published: (2025)

ThinkOmni: Lifting Textual Reasoning to Omni-modal Scenarios via Guidance Decoding
by: Guan, Yiran, et al.
Published: (2026)

OmniVDiff: Omni Controllable Video Diffusion for Generation and Understanding
by: Xi, Dianbing, et al.
Published: (2025)

Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences
by: Jin, Zhuoran, et al.
Published: (2025)

Is Extending Modality The Right Path Towards Omni-Modality?
by: Zhu, Tinghui, et al.
Published: (2025)

OmniGUI: Benchmarking GUI Agents in Omni-Modal Smartphone Environments
by: Henry, Felix, et al.
Published: (2026)

OmniNFT: Modality-wise Omni Diffusion Reinforcement for Joint Audio-Video Generation
by: Zhang, Guohui, et al.
Published: (2026)

OMCAT: Omni Context Aware Transformer
by: Goel, Arushi, et al.
Published: (2024)

AEQ-Bench: Measuring Empathy of Omni-Modal Large Models
by: Luo, Xuan, et al.
Published: (2026)

Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness
by: Zhao, Jiaxing, et al.
Published: (2025)

OMHBench: Benchmarking Balanced and Grounded Omni-Modal Multi-Hop Reasoning
by: Kim, Seunghee, et al.
Published: (2025)

CoGenAV: Versatile Audio-Visual Representation Learning via Contrastive-Generative Synchronization
by: Bai, Detao, et al.
Published: (2025)

Context Unrolling in Omni Models
by: Yang, Ceyuan, et al.
Published: (2026)