EchoGen: Cycle-Consistent Learning for Unified Layout-Image Generation and Understanding
Fuente:
arXiv
Saved in:
| Main Authors: | Zou, Kai, Liu, Hongbo, Zheng, Dian, Gao, Jianxiong, Zhao, Zhiwei, Liu, Bin |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
EchoGen: Generating Visual Echoes in Any Scene via Feed-Forward Subject-Driven Auto-Regressive Model
by: Dong, Ruixiao, et al.
Published: (2025)
by: Dong, Ruixiao, et al.
Published: (2025)
CyCLeGen: Cycle-Consistent Layout Prediction and Image Generation in Vision Foundation Models
by: Shan, Xiaojun, et al.
Published: (2026)
by: Shan, Xiaojun, et al.
Published: (2026)
HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
by: Zou, Kai, et al.
Published: (2026)
by: Zou, Kai, et al.
Published: (2026)
Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
by: Zheng, Dian, et al.
Published: (2026)
by: Zheng, Dian, et al.
Published: (2026)
Advancing Aesthetic Image Generation via Composition Transfer
by: Zou, Kai, et al.
Published: (2026)
by: Zou, Kai, et al.
Published: (2026)
Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark
by: Zou, Kai, et al.
Published: (2025)
by: Zou, Kai, et al.
Published: (2025)
PlanGen: Towards Unified Layout Planning and Image Generation in Auto-Regressive Vision Language Models
by: He, Runze, et al.
Published: (2025)
by: He, Runze, et al.
Published: (2025)
ConsistCompose: Unified Multimodal Layout Control for Image Composition
by: Shi, Xuanke, et al.
Published: (2025)
by: Shi, Xuanke, et al.
Published: (2025)
ContextGen: Contextual Layout Anchoring for Identity-Consistent Multi-Instance Generation
by: Xu, Ruihang, et al.
Published: (2025)
by: Xu, Ruihang, et al.
Published: (2025)
AIA: Rethinking Architecture Decoupling Strategy In Unified Multimodal Model
by: Zheng, Dian, et al.
Published: (2025)
by: Zheng, Dian, et al.
Published: (2025)
Consistent Image Layout Editing with Diffusion Models
by: Xia, Tao, et al.
Published: (2025)
by: Xia, Tao, et al.
Published: (2025)
OmniGen: Unified Image Generation
by: Xiao, Shitao, et al.
Published: (2024)
by: Xiao, Shitao, et al.
Published: (2024)
Exploring Cycle Consistency Learning in Interactive Volume Segmentation
by: Liu, Qin, et al.
Published: (2023)
by: Liu, Qin, et al.
Published: (2023)
CycleChart: A Unified Consistency-Based Learning Framework for Bidirectional Chart Understanding and Generation
by: Deng, Dazhen, et al.
Published: (2025)
by: Deng, Dazhen, et al.
Published: (2025)
PPTBench: Towards Holistic Evaluation of Large Language Models for PowerPoint Layout and Design Understanding
by: Huang, Zheng, et al.
Published: (2025)
by: Huang, Zheng, et al.
Published: (2025)
Instruction Guided Multi Object Image Editing with Quantity and Layout Consistency
by: Tan, Jiaqi, et al.
Published: (2025)
by: Tan, Jiaqi, et al.
Published: (2025)
IMAGHarmony: Controllable Image Editing with Consistent Object Quantity and Layout
by: Shen, Fei, et al.
Published: (2025)
by: Shen, Fei, et al.
Published: (2025)
GenArtist: Multimodal LLM as an Agent for Unified Image Generation and Editing
by: Wang, Zhenyu, et al.
Published: (2024)
by: Wang, Zhenyu, et al.
Published: (2024)
DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles
by: Zhao, Rui, et al.
Published: (2025)
by: Zhao, Rui, et al.
Published: (2025)
TerraGen: A Unified Multi-Task Layout Generation Framework for Remote Sensing Data Augmentation
by: Tang, Datao, et al.
Published: (2025)
by: Tang, Datao, et al.
Published: (2025)
Cycle3D: High-quality and Consistent Image-to-3D Generation via Generation-Reconstruction Cycle
by: Tang, Zhenyu, et al.
Published: (2024)
by: Tang, Zhenyu, et al.
Published: (2024)
SpotActor: Training-Free Layout-Controlled Consistent Image Generation
by: Wang, Jiahao, et al.
Published: (2024)
by: Wang, Jiahao, et al.
Published: (2024)
CoLoGen: Progressive Learning of Concept-Localization Duality for Unified Image Generation
by: Song, YuXin, et al.
Published: (2026)
by: Song, YuXin, et al.
Published: (2026)
CityGen: Infinite and Controllable City Layout Generation
by: Deng, Jie, et al.
Published: (2023)
by: Deng, Jie, et al.
Published: (2023)
uLayout: Unified Room Layout Estimation for Perspective and Panoramic Images
by: Lee, Jonathan, et al.
Published: (2025)
by: Lee, Jonathan, et al.
Published: (2025)
Gen-Searcher: Reinforcing Agentic Search for Image Generation
by: Feng, Kaituo, et al.
Published: (2026)
by: Feng, Kaituo, et al.
Published: (2026)
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)
UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation
by: Tian, Rui, et al.
Published: (2025)
by: Tian, Rui, et al.
Published: (2025)
MoGen: A Unified Collaborative Framework for Controllable Multi-Object Image Generation
by: Li, Yanfeng, et al.
Published: (2026)
by: Li, Yanfeng, et al.
Published: (2026)
SQuadGen: Generating Simple Quad Layouts via Chart Distance Fields
by: Kong, Youkang, et al.
Published: (2026)
by: Kong, Youkang, et al.
Published: (2026)
Cycle-Consistent Tuning for Layered Image Decomposition
by: Gu, Zheng, et al.
Published: (2026)
by: Gu, Zheng, et al.
Published: (2026)
OmniDocLayout: Towards Diverse Document Layout Generation via Coarse-to-Fine LLM Learning
by: Kang, Hengrui, et al.
Published: (2025)
by: Kang, Hengrui, et al.
Published: (2025)
StructLayoutFormer:Conditional Structured Layout Generation via Structure Serialization and Disentanglement
by: Hu, Xin, et al.
Published: (2025)
by: Hu, Xin, et al.
Published: (2025)
Rethinking The Training And Evaluation of Rich-Context Layout-to-Image Generation
by: Cheng, Jiaxin, et al.
Published: (2024)
by: Cheng, Jiaxin, et al.
Published: (2024)
Ming-UniVision: Joint Image Understanding and Generation with a Unified Continuous Tokenizer
by: Huang, Ziyuan, et al.
Published: (2025)
by: Huang, Ziyuan, et al.
Published: (2025)
VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness
by: Zheng, Dian, et al.
Published: (2025)
by: Zheng, Dian, et al.
Published: (2025)
Unify the Views: View-Consistent Prototype Learning for Few-Shot Segmentation
by: Liu, Hongli, et al.
Published: (2026)
by: Liu, Hongli, et al.
Published: (2026)
Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space
by: Zhang, Hong, et al.
Published: (2025)
by: Zhang, Hong, et al.
Published: (2025)
PositionIC: Unified Position and Identity Consistency for Image Customization
by: Hu, Junjie, et al.
Published: (2025)
by: Hu, Junjie, et al.
Published: (2025)
CycleDiff: Cycle Diffusion Models for Unpaired Image-to-image Translation
by: Zou, Shilong, et al.
Published: (2025)
by: Zou, Shilong, et al.
Published: (2025)
Similar Items
-
EchoGen: Generating Visual Echoes in Any Scene via Feed-Forward Subject-Driven Auto-Regressive Model
by: Dong, Ruixiao, et al.
Published: (2025) -
CyCLeGen: Cycle-Consistent Layout Prediction and Image Generation in Vision Foundation Models
by: Shan, Xiaojun, et al.
Published: (2026) -
HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
by: Zou, Kai, et al.
Published: (2026) -
Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
by: Zheng, Dian, et al.
Published: (2026) -
Advancing Aesthetic Image Generation via Composition Transfer
by: Zou, Kai, et al.
Published: (2026)