Rethinking Position Embedding as a Context Controller for Multi-Reference and Multi-Shot Video Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Huang, Binyuan, Lu, Yuning, Jia, Weinan, Wang, Hualiang, Liu, Mu, Yang, Daiqing |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MoGA: Mixture-of-Groups Attention for End-to-End Long Video Generation
by: Jia, Weinan, et al.
Published: (2025)
by: Jia, Weinan, et al.
Published: (2025)
MultiShotMaster: A Controllable Multi-Shot Video Generation Framework
by: Wang, Qinghe, et al.
Published: (2025)
by: Wang, Qinghe, et al.
Published: (2025)
FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus
by: Jin, Qiaoqiao, et al.
Published: (2025)
by: Jin, Qiaoqiao, et al.
Published: (2025)
VRMDiff: Text-Guided Video Referring Matting Generation of Diffusion
by: Yang, Lehan, et al.
Published: (2025)
by: Yang, Lehan, et al.
Published: (2025)
AnimeShooter: A Multi-Shot Animation Dataset for Reference-Guided Video Generation
by: Qiu, Lu, et al.
Published: (2025)
by: Qiu, Lu, et al.
Published: (2025)
MOSAIC: Multi-Subject Personalized Generation via Correspondence-Aware Alignment and Disentanglement
by: She, Dong, et al.
Published: (2025)
by: She, Dong, et al.
Published: (2025)
ShotDirector: Directorially Controllable Multi-Shot Video Generation with Cinematographic Transitions
by: Wu, Xiaoxue, et al.
Published: (2025)
by: Wu, Xiaoxue, et al.
Published: (2025)
OptiWorld: Optimal Control for Video World Generation under Physical Constraints
by: Yuan, Yu, et al.
Published: (2026)
by: Yuan, Yu, et al.
Published: (2026)
Panacea+: Panoramic and Controllable Video Generation for Autonomous Driving
by: Wen, Yuqing, et al.
Published: (2024)
by: Wen, Yuqing, et al.
Published: (2024)
Scaling Zero-Shot Reference-to-Video Generation
by: Zhou, Zijian, et al.
Published: (2025)
by: Zhou, Zijian, et al.
Published: (2025)
OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory
by: An, Zhaochong, et al.
Published: (2025)
by: An, Zhaochong, et al.
Published: (2025)
EchoShot: Multi-Shot Portrait Video Generation
by: Wang, Jiahao, et al.
Published: (2025)
by: Wang, Jiahao, et al.
Published: (2025)
ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling
by: Luo, Yawen, et al.
Published: (2026)
by: Luo, Yawen, et al.
Published: (2026)
ShotAdapter: Text-to-Multi-Shot Video Generation with Diffusion Models
by: Kara, Ozgur, et al.
Published: (2025)
by: Kara, Ozgur, et al.
Published: (2025)
ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creation
by: Yang, Songlin, et al.
Published: (2026)
by: Yang, Songlin, et al.
Published: (2026)
Few-Shot Referring Video Single- and Multi-Object Segmentation via Cross-Modal Affinity with Instance Sequence Matching
by: Liu, Heng, et al.
Published: (2025)
by: Liu, Heng, et al.
Published: (2025)
MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data
by: Chen, Zhekai, et al.
Published: (2026)
by: Chen, Zhekai, et al.
Published: (2026)
Multi-Context Temporal Consistent Modeling for Referring Video Object Segmentation
by: Choi, Sun-Hyuk, et al.
Published: (2025)
by: Choi, Sun-Hyuk, et al.
Published: (2025)
Temporal Prompting Matters: Rethinking Referring Video Object Segmentation
by: Lin, Ci-Siang, et al.
Published: (2025)
by: Lin, Ci-Siang, et al.
Published: (2025)
FreqPDE: Rethinking Positional Depth Embedding for Multi-View 3D Object Detection Transformers
by: Su, Haisheng, et al.
Published: (2025)
by: Su, Haisheng, et al.
Published: (2025)
MSAVBench: Towards Comprehensive and Reliable Evaluation of Multi-Shot Audio-Video Generation
by: Wei, Yujie, et al.
Published: (2026)
by: Wei, Yujie, et al.
Published: (2026)
Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing Segmentation
by: Jia, Yuyu, et al.
Published: (2024)
by: Jia, Yuyu, et al.
Published: (2024)
ReCA: Multi-Shot Long Video Extrapolation via Recursive Context Allocation
by: Liu, Akide, et al.
Published: (2026)
by: Liu, Akide, et al.
Published: (2026)
TransRef: Multi-Scale Reference Embedding Transformer for Reference-Guided Image Inpainting
by: Liu, Taorong, et al.
Published: (2023)
by: Liu, Taorong, et al.
Published: (2023)
CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives
by: Meng, Yihao, et al.
Published: (2026)
by: Meng, Yihao, et al.
Published: (2026)
Prompt Relay: Inference-Time Temporal Control for Multi-Event Video Generation
by: Chen, Gordon, et al.
Published: (2026)
by: Chen, Gordon, et al.
Published: (2026)
HoloCine: Holistic Generation of Cinematic Multi-Shot Long Video Narratives
by: Meng, Yihao, et al.
Published: (2025)
by: Meng, Yihao, et al.
Published: (2025)
MultiRef: Controllable Image Generation with Multiple Visual References
by: Chen, Ruoxi, et al.
Published: (2025)
by: Chen, Ruoxi, et al.
Published: (2025)
Zero-to-Hero: Zero-Shot Initialization Empowering Reference-Based Video Appearance Editing
by: Su, Tongtong, et al.
Published: (2025)
by: Su, Tongtong, et al.
Published: (2025)
Kaleido: Open-Sourced Multi-Subject Reference Video Generation Model
by: Zhang, Zhenxing, et al.
Published: (2025)
by: Zhang, Zhenxing, et al.
Published: (2025)
FilmWeaver: Weaving Consistent Multi-Shot Videos with Cache-Guided Autoregressive Diffusion
by: Luo, Xiangyang, et al.
Published: (2025)
by: Luo, Xiangyang, et al.
Published: (2025)
MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generation
by: Zhang, Xujie, et al.
Published: (2024)
by: Zhang, Xujie, et al.
Published: (2024)
Edit As You Wish: Video Caption Editing with Multi-grained User Control
by: Yao, Linli, et al.
Published: (2023)
by: Yao, Linli, et al.
Published: (2023)
CMSA-Net: Causal Multi-scale Aggregation with Adaptive Multi-source Reference for Video Polyp Segmentation
by: Wang, Tong, et al.
Published: (2026)
by: Wang, Tong, et al.
Published: (2026)
Bind-Your-Avatar: Multi-Talking-Character Video Generation with Dynamic 3D-mask-based Embedding Router
by: Huang, Yubo, et al.
Published: (2025)
by: Huang, Yubo, et al.
Published: (2025)
Rethinking the Good Enough Embedding for Easy Few-Shot Learning
by: Karnes, Michael, et al.
Published: (2026)
by: Karnes, Michael, et al.
Published: (2026)
Referring Camouflaged Object Detection With Multi-Context Overlapped Windows Cross-Attention
by: Wen, Yu, et al.
Published: (2025)
by: Wen, Yu, et al.
Published: (2025)
DVPE: Divided View Position Embedding for Multi-View 3D Object Detection
by: Wang, Jiasen, et al.
Published: (2024)
by: Wang, Jiasen, et al.
Published: (2024)
Rethinking Two-Stage Referring-by-Tracking in Referring Multi-Object Tracking: Make it Strong Again
by: Li, Weize, et al.
Published: (2025)
by: Li, Weize, et al.
Published: (2025)
MSVBench: Towards Human-Level Evaluation of Multi-Shot Video Generation
by: Shi, Haoyuan, et al.
Published: (2026)
by: Shi, Haoyuan, et al.
Published: (2026)
Similar Items
-
MoGA: Mixture-of-Groups Attention for End-to-End Long Video Generation
by: Jia, Weinan, et al.
Published: (2025) -
MultiShotMaster: A Controllable Multi-Shot Video Generation Framework
by: Wang, Qinghe, et al.
Published: (2025) -
FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus
by: Jin, Qiaoqiao, et al.
Published: (2025) -
VRMDiff: Text-Guided Video Referring Matting Generation of Diffusion
by: Yang, Lehan, et al.
Published: (2025) -
AnimeShooter: A Multi-Shot Animation Dataset for Reference-Guided Video Generation
by: Qiu, Lu, et al.
Published: (2025)