UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Tian, Rui, Gao, Mingfei, Xu, Mingze, Hu, Jiaming, Lu, Jiasen, Wu, Zuxuan, Yang, Yinfei, Dehghan, Afshin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
UniGen-1.5: Enhancing Image Generation and Editing through Reward Unification in Reinforcement Learning
by: Tian, Rui, et al.
Published: (2025)
by: Tian, Rui, et al.
Published: (2025)
AToken: A Unified Tokenizer for Vision
by: Lu, Jiasen, et al.
Published: (2025)
by: Lu, Jiasen, et al.
Published: (2025)
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding
by: Xu, Mingze, et al.
Published: (2025)
by: Xu, Mingze, et al.
Published: (2025)
UniGen: Unified Modeling of Initial Agent States and Trajectories for Generating Autonomous Driving Scenarios
by: Mahjourian, Reza, et al.
Published: (2024)
by: Mahjourian, Reza, et al.
Published: (2024)
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation
by: Choi, Juhwan, et al.
Published: (2024)
by: Choi, Juhwan, et al.
Published: (2024)
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models
by: Xu, Mingze, et al.
Published: (2024)
by: Xu, Mingze, et al.
Published: (2024)
UniEval: Unified Holistic Evaluation for Unified Multimodal Understanding and Generation
by: Li, Yi, et al.
Published: (2025)
by: Li, Yi, et al.
Published: (2025)
SO-Bench: A Structural Output Evaluation of Multimodal LLMs
by: Feng, Di, et al.
Published: (2025)
by: Feng, Di, et al.
Published: (2025)
Understanding Alignment in Multimodal LLMs: A Comprehensive Study
by: Amirloo, Elmira, et al.
Published: (2024)
by: Amirloo, Elmira, et al.
Published: (2024)
MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs
by: Daxberger, Erik, et al.
Published: (2025)
by: Daxberger, Erik, et al.
Published: (2025)
UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing
by: Fu, Tsu-Jui, et al.
Published: (2025)
by: Fu, Tsu-Jui, et al.
Published: (2025)
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation
by: Li, Teng, et al.
Published: (2025)
by: Li, Teng, et al.
Published: (2025)
4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities
by: Bachmann, Roman, et al.
Published: (2024)
by: Bachmann, Roman, et al.
Published: (2024)
PairUni: Pairwise Training for Unified Multimodal Language Models
by: Zheng, Jiani, et al.
Published: (2025)
by: Zheng, Jiani, et al.
Published: (2025)
OpenUni: A Simple Baseline for Unified Multimodal Understanding and Generation
by: Wu, Size, et al.
Published: (2025)
by: Wu, Size, et al.
Published: (2025)
UniPath: Adaptive Coordination of Understanding and Generation for Unified Multimodal Reasoning
by: Bai, Hayes, et al.
Published: (2026)
by: Bai, Hayes, et al.
Published: (2026)
GenRec: Unifying Video Generation and Recognition with Diffusion Models
by: Weng, Zejia, et al.
Published: (2024)
by: Weng, Zejia, et al.
Published: (2024)
UniToken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding
by: Jiao, Yang, et al.
Published: (2025)
by: Jiao, Yang, et al.
Published: (2025)
UniLiP: Adapting CLIP for Unified Multimodal Understanding, Generation and Editing
by: Tang, Hao, et al.
Published: (2025)
by: Tang, Hao, et al.
Published: (2025)
UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding
by: Xu, Chenkai, et al.
Published: (2025)
by: Xu, Chenkai, et al.
Published: (2025)
UniModel: A Visual-Only Framework for Unified Multimodal Understanding and Generation
by: Zhang, Chi, et al.
Published: (2025)
by: Zhang, Chi, et al.
Published: (2025)
UniRecGen: Unifying Multi-View 3D Reconstruction and Generation
by: Huang, Zhisheng, et al.
Published: (2026)
by: Huang, Zhisheng, et al.
Published: (2026)
UniEmo: Unifying Emotional Understanding and Generation with Learnable Expert Queries
by: Zhu, Yijie, et al.
Published: (2025)
by: Zhu, Yijie, et al.
Published: (2025)
UniScale: Adaptive Unified Inference Scaling via Online Joint Optimization of Model Routing and Test-Time Scaling
by: Huang, Kaiyu, et al.
Published: (2026)
by: Huang, Kaiyu, et al.
Published: (2026)
ParaUni: Enhance Generation in Unified Multimodal Model with Reinforcement-driven Hierarchical Parallel Information Interaction
by: Tan, Jiangtong, et al.
Published: (2025)
by: Tan, Jiangtong, et al.
Published: (2025)
UniT: Unified Multimodal Chain-of-Thought Test-time Scaling
by: Chen, Leon Liangyu, et al.
Published: (2026)
by: Chen, Leon Liangyu, et al.
Published: (2026)
UniCode$^2$: Cascaded Large-scale Codebooks for Unified Multimodal Understanding and Generation
by: Chen, Yanzhe, et al.
Published: (2025)
by: Chen, Yanzhe, et al.
Published: (2025)
UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-Image Generation
by: Wang, Yibin, et al.
Published: (2025)
by: Wang, Yibin, et al.
Published: (2025)
UniDiff: A Unified Diffusion Framework for Multimodal Time Series Forecasting
by: Zhang, Da, et al.
Published: (2025)
by: Zhang, Da, et al.
Published: (2025)
Adaptive Retention & Correction: Test-Time Training for Continual Learning
by: Chen, Haoran, et al.
Published: (2024)
by: Chen, Haoran, et al.
Published: (2024)
Rooms from Motion: Un-posed Indoor 3D Object Detection as Localization and Mapping
by: Lazarow, Justin, et al.
Published: (2025)
by: Lazarow, Justin, et al.
Published: (2025)
Free Lunch for Unified Multimodal Models: Enhancing Generation via Reflective Rectification with Inherent Understanding
by: Jiang, Yibo, et al.
Published: (2026)
by: Jiang, Yibo, et al.
Published: (2026)
UniVideo: Unified Understanding, Generation, and Editing for Videos
by: Wei, Cong, et al.
Published: (2025)
by: Wei, Cong, et al.
Published: (2025)
UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection
by: Zhang, Yanran, et al.
Published: (2026)
by: Zhang, Yanran, et al.
Published: (2026)
UniHand: A Unified Model for Diverse Controlled 4D Hand Motion Modeling
by: Sun, Zhihao, et al.
Published: (2026)
by: Sun, Zhihao, et al.
Published: (2026)
UniTTA: Unified Benchmark and Versatile Framework Towards Realistic Test-Time Adaptation
by: Du, Chaoqun, et al.
Published: (2024)
by: Du, Chaoqun, et al.
Published: (2024)
Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation
by: Wang, Peiyu, et al.
Published: (2025)
by: Wang, Peiyu, et al.
Published: (2025)
UniUGP: Unifying Understanding, Generation, and Planing For End-to-end Autonomous Driving
by: Lu, Hao, et al.
Published: (2025)
by: Lu, Hao, et al.
Published: (2025)
Uni-RS: A Spatially Faithful Unified Understanding and Generation Model for Remote Sensing
by: Zhang, Weiyu, et al.
Published: (2026)
by: Zhang, Weiyu, et al.
Published: (2026)
UniSVG: A Unified Dataset for Vector Graphic Understanding and Generation with Multimodal Large Language Models
by: Li, Jinke, et al.
Published: (2025)
by: Li, Jinke, et al.
Published: (2025)
Similar Items
-
UniGen-1.5: Enhancing Image Generation and Editing through Reward Unification in Reinforcement Learning
by: Tian, Rui, et al.
Published: (2025) -
AToken: A Unified Tokenizer for Vision
by: Lu, Jiasen, et al.
Published: (2025) -
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding
by: Xu, Mingze, et al.
Published: (2025) -
UniGen: Unified Modeling of Initial Agent States and Trajectories for Generating Autonomous Driving Scenarios
by: Mahjourian, Reza, et al.
Published: (2024) -
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation
by: Choi, Juhwan, et al.
Published: (2024)