Cover Image

Training-free Token Reduction for Vision Mamba

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ma, Qiankun, Zhang, Ziyao, Su, Chi, Chen, Jie, Song, Zhen, Zheng, Hairong, Gao, Wen
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ApET: Approximation-Error Guided Token Compression for Efficient VLMs
by: Ma, Qiankun, et al.
Published: (2026)

MaskMamba: A Hybrid Mamba-Transformer Model for Masked Image Generation
by: Chen, Wenchao, et al.
Published: (2024)

Spark3R: Asymmetric Token Reduction Makes Fast Feed-Forward 3D Reconstruction
by: Tang, Zecheng, et al.
Published: (2026)

GlobalMamba: Global Image Serialization for Vision Mamba
by: Wang, Chengkun, et al.
Published: (2024)

HiCoM: Hierarchical Coherent Motion for Streamable Dynamic Scene with 3D Gaussian Splatting
by: Gao, Qiankun, et al.
Published: (2024)

Rethinking Token Reduction for Large Vision-Language Models
by: Wang, Yi, et al.
Published: (2026)

UAVD-Mamba: Deformable Token Fusion Vision Mamba for Multimodal UAV Detection
by: Li, Wei, et al.
Published: (2025)

On the Limits of Token Reduction for Efficient Unified Vision Language Training
by: Chen, Siyi, et al.
Published: (2026)

UniCompress: Token Compression for Unified Vision-Language Understanding and Generation
by: Wang, Ziyao, et al.
Published: (2026)

Demystify Mamba in Vision: A Linear Attention Perspective
by: Han, Dongchen, et al.
Published: (2024)

VisionTrim: Unified Vision Token Compression for Training-Free MLLM Acceleration
by: Yu, Hanxun, et al.
Published: (2026)

Rényi Entropy: A New Token Pruning Metric for Vision Transformers
by: Su, Wei-Yuan, et al.
Published: (2026)

FD-Vision Mamba for Endoscopic Exposure Correction
by: Zheng, Zhuoran, et al.
Published: (2024)

U-shaped Vision Mamba for Single Image Dehazing
by: Zheng, Zhuoran, et al.
Published: (2024)

Vision SmolMamba: Spike-Guided Token Pruning for Energy-Efficient Spiking State-Space Vision Models
by: Bai, Dewei, et al.
Published: (2026)

Vision Foundation Models as Generalist Tokenizers for Image Generation
by: Zheng, Anlin, et al.
Published: (2026)

Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration
by: Han, Yuhang, et al.
Published: (2024)

Vote&Mix: Plug-and-Play Token Reduction for Efficient Vision Transformer
by: Peng, Shuai, et al.
Published: (2024)

Stochastic Layer-Wise Shuffle for Improving Vision Mamba Training
by: Huang, Zizheng, et al.
Published: (2024)

VScan: Rethinking Visual Token Reduction for Efficient Large Vision-Language Models
by: Zhang, Ce, et al.
Published: (2025)

Improving Autoregressive Image Generation through Coarse-to-Fine Token Prediction
by: Guo, Ziyao, et al.
Published: (2025)

Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification
by: Zhou, Weilian, et al.
Published: (2024)

Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion
by: Shen, Hui, et al.
Published: (2024)

SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens
by: Su, Chi, et al.
Published: (2024)

Multi-Token Enhancing for Vision Representation Learning
by: Li, Zhong-Yu, et al.
Published: (2024)

MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation
by: Tang, Fenghe, et al.
Published: (2024)

TinyViM: Frequency Decoupling for Tiny Hybrid Vision Mamba
by: Ma, Xiaowen, et al.
Published: (2024)

ToFe: Lagged Token Freezing and Reusing for Efficient Vision Transformer Inference
by: Zhang, Haoyue, et al.
Published: (2025)

[CLS] Token Tells Everything Needed for Training-free Efficient MLLMs
by: Wang, Ao, et al.
Published: (2024)

MambaVision: A Hybrid Mamba-Transformer Vision Backbone
by: Hatamizadeh, Ali, et al.
Published: (2024)

Matten: Video Generation with Mamba-Attention
by: Gao, Yu, et al.
Published: (2024)

Robust Tracking via Mamba-based Context-aware Token Learning
by: Xie, Jinxia, et al.
Published: (2024)

ConMamba: Contrastive Vision Mamba for Plant Disease Detection
by: Mamun, Abdullah Al, et al.
Published: (2025)

ResCLIP: Residual Attention for Training-free Dense Vision-language Inference
by: Yang, Yuhang, et al.
Published: (2024)

TRIO: Token Reduction via Inference-Objective Guidance for Efficient Vision-Language Models
by: Zhang, Haokui, et al.
Published: (2026)

RelayGS: Reconstructing Dynamic Scenes with Large-Scale and Complex Motions via Relay Gaussians
by: Gao, Qiankun, et al.
Published: (2024)

Variation-aware Vision Token Dropping for Faster Large Vision-Language Models
by: Chen, Junjie, et al.
Published: (2025)

Accelerating Multimodal Large Language Models by Searching Optimal Vision Token Reduction
by: Zhao, Shiyu, et al.
Published: (2024)

VLMQ: Token Saliency-Driven Post-Training Quantization for Vision-language Models
by: Xue, Yufei, et al.
Published: (2025)

Neighbor-Aware Token Reduction via Hilbert Curve for Vision Transformers
by: Li, Yunge, et al.
Published: (2025)