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Dynamic Token Pruning in Plain Vision Transformers for Semantic Segmentation

IEEE International Conference on Computer Vision (ICCV), 2023

2 August 2023

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

34 / 34 papers shown

Title
Co-Me: Confidence-Guided Token Merging for Visual Geometric Transformers Yutian Chen Yuheng Qiu Ruogu Li Ali Agha Shayegan Omidshafiei Jay Patrikar Sebastian A. Scherer ViT 136 0 0 18 Nov 2025
ClustViT: Clustering-based Token Merging for Semantic Segmentation Fabio Montello Ronja Güldenring Lazaros Nalpantidis VLM 60 0 0 02 Oct 2025
Where Do Tokens Go? Understanding Pruning Behaviors in STEP at High Resolutions Michal Szczepanski Martyna Poreba Karim Haroun ViT 108 0 0 17 Sep 2025
Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token Purging Moslem Yazdanpanah Ali Bahri Mehrdad Noori Sahar Dastani G. A. V. Hakim David Osowiechi Ismail Ben Ayed Christian Desrosiers 3DPC TTA 178 1 0 11 Sep 2025
E-BayesSAM: Efficient Bayesian Adaptation of SAM with Self-Optimizing KAN-Based Interpretation for Uncertainty-Aware Ultrasonic SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Bin Huang Zhong Liu Huiying Wen Bingsheng Huang Xin Chen Shuo Li 96 0 0 24 Aug 2025
Exploiting Information Redundancy in Attention Maps for Extreme Quantization of Vision Transformers Lucas Maisonnave Karim Haroun Tom Pegeot MQ 75 0 0 22 Aug 2025
Edge Detection for Organ Boundaries via Top Down Refinement and SubPixel Upsampling Aarav Mehta Priya Deshmukh Vikram Singh Siddharth Malhotra Krishnan Menon Iyer Tanvi Iyer MedIm 196 0 0 09 Aug 2025
VesselRW: Weakly Supervised Subcutaneous Vessel Segmentation via Learned Random Walk Propagation Ayaan Nooruddin Siddiqui Mahnoor Zaidi Ayesha Nazneen Shahbaz Priyadarshini Chatterjee Krishnan Menon Iyer 217 0 0 09 Aug 2025
DualResolution Residual Architecture with Artifact Suppression for Melanocytic Lesion Segmentation Vikram Singh Kabir Malhotra Rohan Desai Ananya Shankaracharya Priyadarshini Chatterjee Krishnan Menon Iyer MedIm 216 0 0 09 Aug 2025
Deeply Dual Supervised learning for melanoma recognition Rujosh Polma Krishnan Menon Iyer 179 0 0 04 Aug 2025
ReGATE: Learning Faster and Better with Fewer Tokens in MLLMs Chaoyu Li Yogesh Kulkarni Pooyan Fazli 87 0 0 29 Jul 2025
Prompt-based Dynamic Token Pruning for Efficient Segmentation of Medical Images Pallabi Dutta Anubhab Maity S. Mitra MedIm 156 0 0 19 Jun 2025
S2AFormer: Strip Self-Attention for Efficient Vision Transformer Guoan Xu Wenfeng Huang Wenjing Jia Jiamao Li Guangwei Gao Guo-Jun Qi 187 0 0 28 May 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token PruningJournal of systems architecture (JSA), 2025 Yuanbing Ouyang Yizhuo Liang Qingpeng Li Xinfei Guo Yiming Luo Di Wu Hao Wang Yushan Pan ViT VLM 214 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 208 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 271 1 0 14 Apr 2025
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation Eduard Allakhverdov Elizaveta Goncharova Andrey Kuznetsov 151 1 0 20 Mar 2025
Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic SegmentationIEEE Signal Processing Letters (IEEE SPL), 2025 Dengke Zhang Quan Tang Fagui Liu C. L. Philip Chen Haiqing Mei ViT 474 0 0 04 Mar 2025
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2024 Yunxiang Fu Meng Lou Yizhou Yu 544 15 0 16 Dec 2024
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning Yiwu Zhong Zhuoming Liu Yin Li Liwei Wang 314 19 0 04 Dec 2024
Redundant Queries in DETR-Based 3D Detection Methods: Unnecessary and Prunable Lizhen Xu Zehao Wu Wenzhao Qiu Zehao Wu Xiuxiu Bai K. Mei Jianru Xue 358 2 0 03 Dec 2024
Token Cropr: Faster ViTs for Quite a Few TasksComputer Vision and Pattern Recognition (CVPR), 2024 Benjamin Bergner Christoph Lippert Aravindh Mahendran ViT VLM 277 3 0 01 Dec 2024
Efficient Partitioning Vision Transformer on Edge Devices for Distributed InferenceIEEE International Conference on Distributed Computing Systems (ICDCS), 2024 Xiang Liu Yijun Song Xia Li Yifei Sun Huiying Lan Zemin Liu Linshan Jiang Jialin Li 192 1 0 15 Oct 2024
VLTP: Vision-Language Guided Token Pruning for Task-Oriented SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Hanning Chen Yang Ni Wenjun Huang Yezi Liu SungHeon Jeong Fei Wen Nathaniel D. Bastian Hugo Latapie Mohsen Imani VLM 176 9 0 13 Sep 2024
Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object DetectionIEEE Transactions on Image Processing (TIP), 2024 Siyuan Yao Hao Sun Tian-Zhu Xiang Xiao Wang Xiaochun Cao 252 23 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 172 11 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 186 63 0 26 Jun 2024
ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2024 Narges Norouzi Svetlana Orlova Daan de Geus Gijs Dubbelman ViT FedML 147 22 0 14 Jun 2024
Automatic Channel Pruning for Multi-Head Attention Eunho Lee Youngbae Hwang ViT 163 1 0 31 May 2024
SLAB: Efficient Transformers with Simplified Linear Attention and Progressive Re-parameterized Batch NormalizationInternational Conference on Machine Learning (ICML), 2024 Jialong Guo Xinghao Chen Yehui Tang Yunhe Wang ViT 255 25 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 139 2 0 19 Mar 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 286 1 0 02 Feb 2024
Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained TransformersComputer Vision and Pattern Recognition (CVPR), 2023 Hongjie Wang Bhishma Dedhia N. Jha ViT VLM 356 54 0 27 May 2023
Class Based Thresholding in Early Exit Semantic Segmentation NetworksIEEE Signal Processing Letters (SPL), 2022 Alperen Görmez Erdem Koyuncu 131 5 0 27 Oct 2022