Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers
Fuente:
arXiv
Saved in:
| Main Authors: | Ren, Weiming, Ma, Wentao, Yang, Huan, Wei, Cong, Zhang, Ge, Chen, Wenhu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation
by: Ren, Weiming, et al.
Published: (2024)
by: Ren, Weiming, et al.
Published: (2024)
VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation
by: Ma, Wentao, et al.
Published: (2025)
by: Ma, Wentao, et al.
Published: (2025)
ConsistI2V: Enhancing Visual Consistency for Image-to-Video Generation
by: Ren, Weiming, et al.
Published: (2024)
by: Ren, Weiming, et al.
Published: (2024)
AnyV2V: A Tuning-Free Framework For Any Video-to-Video Editing Tasks
by: Ku, Max, et al.
Published: (2024)
by: Ku, Max, et al.
Published: (2024)
OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision
by: Wei, Cong, et al.
Published: (2024)
by: Wei, Cong, et al.
Published: (2024)
Context Forcing: Consistent Autoregressive Video Generation with Long Context
by: Chen, Shuo, et al.
Published: (2026)
by: Chen, Shuo, et al.
Published: (2026)
Geometric Transformation-Embedded Mamba for Learned Video Compression
by: Wei, Hao, et al.
Published: (2026)
by: Wei, Hao, 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)
TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding
by: Xu, Boshen, et al.
Published: (2025)
by: Xu, Boshen, et al.
Published: (2025)
QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design
by: Schneider, Benjamin, et al.
Published: (2025)
by: Schneider, Benjamin, et al.
Published: (2025)
MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos
by: Ma, Junyi, et al.
Published: (2024)
by: Ma, Junyi, et al.
Published: (2024)
Mamba-VGGT: Persistent Long-Sequence Video Geometry Grounded Transformer via External Sliding Window Mamba Memory
by: Deng, Tianchen, et al.
Published: (2026)
by: Deng, Tianchen, et al.
Published: (2026)
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
by: Xie, Yuan, et al.
Published: (2025)
by: Xie, Yuan, et al.
Published: (2025)
MS-Temba: Multi-Scale Temporal Mamba for Understanding Long Untrimmed Videos
by: Sinha, Arkaprava, et al.
Published: (2025)
by: Sinha, Arkaprava, et al.
Published: (2025)
A Hybrid Transformer-Mamba Network for Single Image Deraining
by: Sun, Shangquan, et al.
Published: (2024)
by: Sun, Shangquan, et al.
Published: (2024)
TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba
by: Chen, Xiuwei, et al.
Published: (2025)
by: Chen, Xiuwei, et al.
Published: (2025)
MaskMamba: A Hybrid Mamba-Transformer Model for Masked Image Generation
by: Chen, Wenchao, et al.
Published: (2024)
by: Chen, Wenchao, et al.
Published: (2024)
MambaVision: A Hybrid Mamba-Transformer Vision Backbone
by: Hatamizadeh, Ali, et al.
Published: (2024)
by: Hatamizadeh, Ali, et al.
Published: (2024)
LongInsightBench: A Comprehensive Benchmark for Evaluating Omni-Modal Models on Human-Centric Long-Video Understanding
by: Han, ZhaoYang, et al.
Published: (2025)
by: Han, ZhaoYang, et al.
Published: (2025)
Think, Then Verify: A Hypothesis-Verification Multi-Agent Framework for Long Video Understanding
by: Wang, Zheng, et al.
Published: (2026)
by: Wang, Zheng, et al.
Published: (2026)
RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining
by: Wu, Hongtao, et al.
Published: (2024)
by: Wu, Hongtao, et al.
Published: (2024)
ARC-Chapter: Structuring Hour-Long Videos into Navigable Chapters and Hierarchical Summaries
by: Pu, Junfu, et al.
Published: (2025)
by: Pu, Junfu, et al.
Published: (2025)
VideoExpert: Augmented LLM for Temporal-Sensitive Video Understanding
by: Zhao, Henghao, et al.
Published: (2025)
by: Zhao, Henghao, et al.
Published: (2025)
Unleashing Hour-Scale Video Training for Long Video-Language Understanding
by: Lin, Jingyang, et al.
Published: (2025)
by: Lin, Jingyang, et al.
Published: (2025)
ZigzagPointMamba: Spatial-Semantic Mamba for Point Cloud Understanding
by: Diao, Linshuang, et al.
Published: (2025)
by: Diao, Linshuang, et al.
Published: (2025)
VideoMamba: State Space Model for Efficient Video Understanding
by: Li, Kunchang, et al.
Published: (2024)
by: Li, Kunchang, et al.
Published: (2024)
Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding
by: Shu, Yan, et al.
Published: (2024)
by: Shu, Yan, et al.
Published: (2024)
Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation
by: Liu, Zhiheng, et al.
Published: (2026)
by: Liu, Zhiheng, et al.
Published: (2026)
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding
by: Chen, Guo, et al.
Published: (2024)
by: Chen, Guo, et al.
Published: (2024)
RTGen: Real-Time Generative Detection Transformer
by: Ruan, Chi, et al.
Published: (2025)
by: Ruan, Chi, et al.
Published: (2025)
ScaleLong: A Multi-Timescale Benchmark for Long Video Understanding
by: Ma, David, et al.
Published: (2025)
by: Ma, David, et al.
Published: (2025)
Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
by: Wang, Haozhe, et al.
Published: (2025)
by: Wang, Haozhe, et al.
Published: (2025)
InfiniMotion: Mamba Boosts Memory in Transformer for Arbitrary Long Motion Generation
by: Zhang, Zeyu, et al.
Published: (2024)
by: Zhang, Zeyu, et al.
Published: (2024)
VideoRouter: Query-Adaptive Dual Routing for Efficient Long-Video Understanding
by: Lin, Kuanwei, et al.
Published: (2026)
by: Lin, Kuanwei, et al.
Published: (2026)
Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth
by: Wu, Yuhuan, et al.
Published: (2026)
by: Wu, Yuhuan, et al.
Published: (2026)
MT-PCR: Hybrid Mamba-Transformer Network with Spatial Serialization for Point Cloud Registration
by: Liu, Bingxi, et al.
Published: (2025)
by: Liu, Bingxi, et al.
Published: (2025)
Visual Context Window Extension: A New Perspective for Long Video Understanding
by: Wei, Hongchen, et al.
Published: (2024)
by: Wei, Hongchen, et al.
Published: (2024)
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing
by: Zhou, Shiyang, et al.
Published: (2025)
by: Zhou, Shiyang, et al.
Published: (2025)
APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval
by: Gao, Hong, et al.
Published: (2025)
by: Gao, Hong, et al.
Published: (2025)
Flow4Agent: Long-form Video Understanding via Motion Prior from Optical Flow
by: Liu, Ruyang, et al.
Published: (2025)
by: Liu, Ruyang, et al.
Published: (2025)
Similar Items
-
VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation
by: Ren, Weiming, et al.
Published: (2024) -
VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation
by: Ma, Wentao, et al.
Published: (2025) -
ConsistI2V: Enhancing Visual Consistency for Image-to-Video Generation
by: Ren, Weiming, et al.
Published: (2024) -
AnyV2V: A Tuning-Free Framework For Any Video-to-Video Editing Tasks
by: Ku, Max, et al.
Published: (2024) -
OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision
by: Wei, Cong, et al.
Published: (2024)