Dynamic Token Pruning in Plain Vision Transformers for Semantic Segmentation

2 August 2023

Papers citing "Dynamic Token Pruning in Plain Vision Transformers for Semantic Segmentation"

21 / 21 papers shown

Title
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning Yuanbing Ouyang Yizhuo Liang Qingpeng Li Xinfei Guo Yiming Luo Di Wu Hao Wang Yushan Pan ViT VLM 64 0 0 25 Apr 2025
LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation Hanning Chen Yang Ni Wenjun Huang Hyunwoo Oh Yezi Liu Tamoghno Das Mohsen Imani VLM LRM 34 0 0 15 Apr 2025
DUDA: Distilled Unsupervised Domain Adaptation for Lightweight Semantic Segmentation Beomseok Kang Niluthpol Chowdhury Mithun Abhinav Rajvanshi Han-Pang Chiu S. Samarasekera 24 0 0 14 Apr 2025
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation Eduard Allakhverdov Elizaveta Goncharova Andrey Kuznetsov 42 0 0 20 Mar 2025
Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic Segmentation Dengke Zhang Quan Tang Fagui Liu C. L. Philip Chen Haiqing Mei ViT 50 0 0 04 Mar 2025
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation Yunxiang Fu Meng Lou Yizhou Yu 112 1 0 16 Dec 2024
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning Yiwu Zhong Zhuoming Liu Yin Li Liwei Wang 82 2 0 04 Dec 2024
Redundant Queries in DETR-Based 3D Detection Methods: Unnecessary and Prunable Lizhen Xu Shanmin Pang Wenzhao Qiu Zehao Wu Xiuxiu Bai K. Mei Jianru Xue 69 1 0 03 Dec 2024
Token Cropr: Faster ViTs for Quite a Few Tasks Benjamin Bergner C. Lippert Aravindh Mahendran ViT VLM 66 0 0 01 Dec 2024
ED-ViT: Splitting Vision Transformer for Distributed Inference on Edge Devices Xiang Liu Yijun Song Xia Li Yifei Sun Huiying Lan Zemin Liu Linshan Jiang Jialin Li 17 1 0 15 Oct 2024
VLTP: Vision-Language Guided Token Pruning for Task-Oriented Segmentation Hanning Chen Yang Ni Wenjun Huang Yezi Liu SungHeon Jeong Fei Wen Nathaniel Bastian Hugo Latapie Mohsen Imani VLM 32 4 0 13 Sep 2024
Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection Siyuan Yao Hao Sun Tian-Zhu Xiang Xiao Wang Xiaochun Cao 26 8 0 27 Aug 2024
Embedding-Free Transformer with Inference Spatial Reduction for Efficient Semantic Segmentation Hyunwoo Yu Yubin Cho Beoungwoo Kang Seunghun Moon Kyeongbo Kong Suk-Ju Kang 28 3 0 24 Jul 2024
LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference Zhongwei Wan Ziang Wu Che Liu Jinfa Huang Zhihong Zhu Peng Jin Longyue Wang Li Yuan VLM 36 28 0 26 Jun 2024
ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers Narges Norouzi Svetlana Orlova Daan de Geus Gijs Dubbelman ViT FedML 46 3 0 14 Jun 2024
Automatic Channel Pruning for Multi-Head Attention Eunho Lee Youngbae Hwang ViT 32 1 0 31 May 2024
SLAB: Efficient Transformers with Simplified Linear Attention and Progressive Re-parameterized Batch Normalization Jialong Guo Xinghao Chen Yehui Tang Yunhe Wang ViT 47 9 0 19 May 2024
HCPM: Hierarchical Candidates Pruning for Efficient Detector-Free Matching Ying Chen Yong-Jin Liu Kai Wu Qiang Nie Shang Xu Huifang Ma Bing Wang Chengjie Wang VLM 40 1 0 19 Mar 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 46 1 0 02 Feb 2024
Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained Transformers Hongjie Wang Bhishma Dedhia N. Jha ViT VLM 30 26 0 27 May 2023
Class Based Thresholding in Early Exit Semantic Segmentation Networks Alperen Görmez Erdem Koyuncu 23 5 0 27 Oct 2022