TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation

12 April 2022

Tao Chen

Chunhua Shen

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Papers citing "TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation"

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Title
LeMoRe: Learn More Details for Lightweight Semantic Segmentation Mian Muhammad Naeem Abid Nancy Mehta Zongwei Wu Radu Timofte VLM 34 0 0 29 May 2025
Image Recognition with Online Lightweight Vision Transformer: A Survey Zherui Zhang Rongtao Xu Jie Zhou Changwei Wang Xingtian Pei ... Jiguang Zhang Li Guo Longxiang Gao Wenyuan Xu Shibiao Xu ViT 527 0 0 06 May 2025
FedEMA: Federated Exponential Moving Averaging with Negative Entropy Regularizer in Autonomous Driving Wei-Bin Kou Guangxu Zhu Bingyang Cheng Shuai Wang Ming Tang Yik-Chung Wu 97 0 0 01 May 2025
iMacSR: Intermediate Multi-Access Supervision and Regularization in Training Autonomous Driving Models Wei-Bin Kou Guangxu Zhu Yichen Jin Shuai Wang Ming Tang Yik-Chung Wu 76 0 0 01 May 2025
Uncertainty Guided Refinement for Fine-Grained Salient Object Detection Yao Yuan Pan Gao Qun Dai Jie Qin Wei Xiang 200 0 0 13 Apr 2025
Could AI Trace and Explain the Origins of AI-Generated Images and Text? Hongchao Fang Yixin Liu Ran Xu Can Qin Yang Liu Feng Liu Lichao Sun Dongwon Lee Lifu Huang Wenpeng Yin DeLMO 150 0 0 05 Apr 2025
Adaptive Frequency Enhancement Network for Remote Sensing Image Semantic Segmentation Feng Gao Miao Fu Jingchao Cao Junyu Dong Q. Du 89 0 0 03 Apr 2025
LSNet: See Large, Focus Small Ao Wang Hui Chen Zijia Lin Jiawei Han Guiguang Ding 100 0 0 29 Mar 2025
SCHNet: SAM Marries CLIP for Human Parsing Kunliang Liu Jianming Wang Rize Jin Wonjun Hwang Tae-Sun Chung VLM 125 0 0 28 Mar 2025
EDM: Efficient Deep Feature Matching Xi Li Tong Rao Cihui Pan 96 0 0 07 Mar 2025
MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation via Hierarchical Modality Selection Xu Zheng Yuanhuiyi Lyu Lutao Jiang Jiazhou Zhou Lin Wang Xuming Hu 140 8 0 22 Dec 2024
Cascaded Multi-Scale Attention for Enhanced Multi-Scale Feature Extraction and Interaction with Low-Resolution Images Xiangyong Lu Masanori Suganuma Takayuki Okatani 145 0 0 03 Dec 2024
PETAH: Parameter Efficient Task Adaptation for Hybrid Transformers in a resource-limited Context Maximilian Augustin Syed Shakib Sarwar Mostafa Elhoushi Sai Qian Zhang Yuecheng Li B. D. Salvo 69 1 0 23 Oct 2024
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network Yangyang Qiu Guoan Xu Guangwei Gao Zhenhua Guo Yi Yu Chia-Wen Lin 237 0 0 03 Oct 2024
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving Wei-Bin Kou Qingfeng Lin Ming Tang Rongguang Ye Shuai Wang Guangxu Zhu Yik-Chung Wu 82 6 0 29 Sep 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Beoungwoo Kang Seunghun Moon Yubin Cho Hyunwoo Yu Suk-Ju Kang ViT MedIm 65 11 0 14 Aug 2024
MacFormer: Semantic Segmentation with Fine Object Boundaries Guoan Xu Wenfeng Huang Tao Wu Ligeng Chen Wenjing Jia Guangwei Gao Xiatian Zhu Stuart W. Perry 84 0 0 11 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 84 3 0 24 Jul 2024
Centering the Value of Every Modality: Towards Efficient and Resilient Modality-agnostic Semantic Segmentation Xueye Zheng Yuanhuiyi Lyu Jiazhou Zhou Lin Wang 109 13 0 16 Jul 2024
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices Vanessa Borst Timo Dittus Konstantin Müller Samuel Kounev 57 4 0 10 Jul 2024
HAFormer: Unleashing the Power of Hierarchy-Aware Features for Lightweight Semantic Segmentation Guoan Xu Wenjing Jia Tao Wu Ligeng Chen Guangwei Gao ViT 84 13 0 10 Jul 2024
Mamba or RWKV: Exploring High-Quality and High-Efficiency Segment Anything Model Haobo Yuan Xiangtai Li Lu Qi Tao Zhang Ming-Hsuan Yang Shuicheng Yan Chen Change Loy VLM 118 10 0 27 Jun 2024
DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation Zilu Guo Liuyang Bian Xuan Huang Hu Wei Jingyu Li Huasheng Ni SSeg 102 12 0 06 Jun 2024
ViG: Linear-complexity Visual Sequence Learning with Gated Linear Attention Bencheng Liao Xinggang Wang Lianghui Zhu Qian Zhang Chang Huang 121 4 0 28 May 2024
YOLOv10: Real-Time End-to-End Object Detection Ao Wang Hui Chen Lihao Liu Kai Chen Zijia Lin Jungong Han Guiguang Ding 3DH 134 1,213 0 23 May 2024
Context-Guided Spatial Feature Reconstruction for Efficient Semantic Segmentation Zhenliang Ni Xinghao Chen Yingjie Zhai Yehui Tang Yunhe Wang 109 20 0 10 May 2024
Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual Loss Jaeha Kim Junghun Oh Kyoung Mu Lee SupR 110 3 0 02 Apr 2024
2023 Low-Power Computer Vision Challenge (LPCVC) Summary Leo Chen Benjamin Boardley Ping Hu Yiru Wang Yifan Pu ... Arseny Yanchenko S. Alyamkin Xiaowei Hu George K. Thiruvathukal Yu Lu 73 2 0 11 Mar 2024
SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation Zhengze Xu Dongyue Wu Changqian Yu Xiangxiang Chu Nong Sang Changxin Gao ViT 112 61 0 28 Dec 2023
EdgeSAM: Prompt-In-the-Loop Distillation for On-Device Deployment of SAM Chong Zhou Xiangtai Li Chen Change Loy Bo Dai VLM 101 49 0 11 Dec 2023
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile Robots Youqi Liao Shuhao Kang Jianping Li Yang Liu Yun Liu Zhen Dong Bisheng Yang Xieyuanli Chen 90 10 0 21 Nov 2023
SBCFormer: Lightweight Network Capable of Full-size ImageNet Classification at 1 FPS on Single Board Computers Xiangyong Lu Masanori Suganuma Takayuki Okatani 84 11 0 07 Nov 2023
Scattering Vision Transformer: Spectral Mixing Matters Badri N. Patro Vijay Srinivas Agneeswaran 112 15 0 02 Nov 2023
SeisT: A foundational deep learning model for earthquake monitoring tasks Sen Li Xu Yang Anye Cao Changbin Wang Yaoqi Liu Yapeng Liu Qiang Niu 59 4 0 02 Oct 2023
Gold-YOLO: Efficient Object Detector via Gather-and-Distribute Mechanism Chengcheng Wang Wei He Ying Nie Jianyuan Guo Chuanjian Liu Kai Han Yunhe Wang ObjD 122 244 0 20 Sep 2023
M $^3$ Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection Yao Yuan Pan Gao Xiaoyang Tan 3DPC 93 5 0 15 Sep 2023
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation Bin Xia Yulun Zhang Shiyin Wang Yitong Wang Xing Wu Yapeng Tian Wenming Yang Radu Timotfe Luc Van Gool DiffM VLM 80 16 0 26 Aug 2023
Enhancing Landmark Detection in Cluttered Real-World Scenarios with Vision Transformers Mohammad Javad Rajabi Morteza Mirzai A. Nickabadi ViT 57 0 0 25 Aug 2023
Vision Transformer Adapters for Generalizable Multitask Learning Deblina Bhattacharjee Sabine Süsstrunk Mathieu Salzmann ViT 91 8 0 23 Aug 2023
Multi-Task Hypergraphs for Semi-supervised Learning using Earth Observations Mihai Cristian Pîrvu Alina Marcu A. Dobrescu N. Belbachir Marius Leordeanu 84 6 0 21 Aug 2023
Self-supervised Hypergraphs for Learning Multiple World Interpretations Alina Marcu Mihai Cristian Pîrvu Dragos Costea Emanuela Haller E. Slusanschi A. Belbachir Rahul Sukthankar Marius Leordeanu SSL 66 4 0 15 Aug 2023
Isomer: Isomerous Transformer for Zero-shot Video Object Segmentation Yichen Yuan Yifan Wang Lijun Wang Xiaoqi Zhao Huchuan Lu Yu Wang Wei Su Lei Zhang VOS 86 11 0 13 Aug 2023
Vision Backbone Enhancement via Multi-Stage Cross-Scale Attention Liang Shang Yanli Liu Zhengyang Lou Shuxue Quan N. Adluru Bochen Guan W. Sethares 106 2 0 10 Aug 2023
RepViT: Revisiting Mobile CNN From ViT Perspective Ao Wang Hui Chen Zijia Lin Hengjun Pu Guiguang Ding 101 216 0 18 Jul 2023
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation Ping Li Junjie Chen Binbin Lin Xianghua Xu 118 21 0 17 Jun 2023
Lightweight Monocular Depth Estimation via Token-Sharing Transformer Dong-Jae Lee Jae Young Lee Hyounguk Shon Eojindl Yi Yeong-Hun Park Sung-Jin Cho Junmo Kim ViT MDE 35 4 0 09 Jun 2023
Content-aware Token Sharing for Efficient Semantic Segmentation with Vision Transformers Chenyang Lu Daan de Geus Gijs Dubbelman ViT 132 20 0 03 Jun 2023
eWaSR -- an embedded-compute-ready maritime obstacle detection network Matija Tersek Lojze Žust Matej Kristan 79 11 0 21 Apr 2023
Transformer-Based Visual Segmentation: A Survey Xiangtai Li Henghui Ding Haobo Yuan Wenwei Zhang Jiangmiao Pang Guangliang Cheng Kai-xiang Chen Ziwei Liu Chen Change Loy ViT MedIm 170 147 0 19 Apr 2023
SpectFormer: Frequency and Attention is what you need in a Vision Transformer Badri N. Patro Vinay P. Namboodiri Vijay Srinivas Agneeswaran ViT 94 49 0 13 Apr 2023