Cover Image

UmniBench: Unified Understand and Generation Model Oriented Omni-dimensional Benchmark

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Kai, Chen, Leyang, Li, Wenbo, Chen, Zhikai, Wang, Zhixin, Pei, Renjing, Kong, Linghe, Zhang, Yulun
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment
by: Liu, Kai, et al.
Published: (2024)

PlanViz: Evaluating Planning-Oriented Image Generation and Editing for Computer-Use Tasks
by: Li, Junxian, et al.
Published: (2026)

CLQ: Cross-Layer Guided Orthogonal-based Quantization for Diffusion Transformers
by: Liu, Kai, et al.
Published: (2025)

G$^2$TR: Generation-Guided Visual Token Reduction for Separate-Encoder Unified Multimodal Models
by: Li, Junxian, et al.
Published: (2026)

UNO-Bench: A Unified Benchmark for Exploring the Compositional Law Between Uni-modal and Omni-modal in Omni Models
by: Chen, Chen, et al.
Published: (2025)

Fose: Fusion of One-Step Diffusion and End-to-End Network for Pansharpening
by: Liu, Kai, et al.
Published: (2025)

OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs
by: Li, Caorui, et al.
Published: (2025)

VEQ: Modality-Adaptive Quantization for MoE Vision-Language Models
by: Qin, Guangshuo, et al.
Published: (2026)

Low-bit Model Quantization for Deep Neural Networks: A Survey
by: Liu, Kai, et al.
Published: (2025)

Dual Prompting Image Restoration with Diffusion Transformers
by: Kong, Dehong, et al.
Published: (2025)

ProBench: Benchmarking GUI Agents with Accurate Process Information
by: Yang, Leyang, et al.
Published: (2025)

Omni-R1: Towards the Unified Generative Paradigm for Multimodal Reasoning
by: Cheng, Dongjie, et al.
Published: (2026)

OmniGenBench: A Benchmark for Omnipotent Multimodal Generation across 50+ Tasks
by: Wang, Jiayu, et al.
Published: (2025)

TimeOmni-VL: Unified Models for Time Series Understanding and Generation
by: Guan, Tong, et al.
Published: (2026)

OmniPlay: Benchmarking Omni-Modal Models on Omni-Modal Game Playing
by: Bie, Fuqing, et al.
Published: (2025)

2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution
by: Liu, Kai, et al.
Published: (2024)

BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured Data
by: Wang, Xuwu, et al.
Published: (2024)

OmniMatBench: A Human-Calibrated Multimodal Reasoning Benchmark Across 19 Materials Science Subfields
by: Liu, Wanhao, et al.
Published: (2026)

SocialOmni: Benchmarking Audio-Visual Social Interactivity in Omni Models
by: Xie, Tianyu, et al.
Published: (2026)

XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models
by: Wang, Xingrui, et al.
Published: (2025)

Omni IIE Bench: Benchmarking the Practical Capabilities of Image Editing Models
by: Yang, Yujia, et al.
Published: (2026)

CityTrajBench: A Unified Benchmark for City-Scale Vehicle Trajectory Generation
by: Zhu, Shibo, et al.
Published: (2026)

Accelerating Rectified Flow Models via Trajectory-Aware Caching
by: Liu, Xiao, et al.
Published: (2026)

OmniEval: A Benchmark for Evaluating Omni-modal Models with Visual, Auditory, and Textual Inputs
by: Zhang, Yiman, et al.
Published: (2025)

TOBench: A Task-Oriented Omni-Modal Benchmark for Real-World Tool-Using Agents
by: Liu, Zhiqiang, et al.
Published: (2026)

SIV-Bench: A Video Benchmark for Social Interaction Understanding and Reasoning
by: Kong, Fanqi, et al.
Published: (2025)

ReCalKV: Low-Rank KV Cache Compression via Head Reordering and Offline Calibration
by: Yan, Xianglong, et al.
Published: (2025)

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

Omni-Effects: Unified and Spatially-Controllable Visual Effects Generation
by: Mao, Fangyuan, et al.
Published: (2025)

HaploOmni: Unified Single Transformer for Multimodal Video Understanding and Generation
by: Xiao, Yicheng, et al.
Published: (2025)

OmniFuser: Adaptive Multimodal Fusion for Service-Oriented Predictive Maintenance
by: Wang, Ziqi, et al.
Published: (2025)

JavaBench: A Benchmark of Object-Oriented Code Generation for Evaluating Large Language Models
by: Cao, Jialun, et al.
Published: (2024)

OmniBench: Towards The Future of Universal Omni-Language Models
by: Li, Yizhi, et al.
Published: (2024)

OmniGen: Unified Image Generation
by: Xiao, Shitao, et al.
Published: (2024)

Pedagogically-Inspired Data Synthesis for Language Model Knowledge Distillation
by: He, Bowei, et al.
Published: (2026)

OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations
by: Ouyang, Linke, et al.
Published: (2024)

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework
by: Fang, Jianjie, et al.
Published: (2026)

DPImageBench: A Unified Benchmark for Differentially Private Image Synthesis
by: Gong, Chen, et al.
Published: (2025)

LLMRouterBench: A Massive Benchmark and Unified Framework for LLM Routing
by: Li, Hao, et al.
Published: (2026)

AECV-Bench: Benchmarking Multimodal Models on Architectural and Engineering Drawings Understanding
by: Kondratenko, Aleksei, et al.
Published: (2026)