Research

Papers for “ade20k”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

Title	Authors	Year	Source
MILAN: Masked Image Pretraining on Language Assisted Representation	Zejiang Hou, Fei Sun, Yen-Kuang Chen	2022	arxiv 2208.06049
E-CRF: Embedded Conditional Random Field for Boundary-caused Class Weights Confusion in Semantic Segmentation	Jie Zhu, Huabin Huang, Banghuai Li	2021	arxiv 2112.07106
Stitched ViTs are Flexible Vision Backbones	Zizheng Pan, Jing Liu, Haoyu He	2023	arxiv 2307.00154
U-MixFormer: UNet-like Transformer with Mix-Attention for Efficient Semantic Segmentation	Seul-Ki Yeom, Julian von Klitzing	2023	arxiv 2312.06272
S2AFormer: Strip Self-Attention for Efficient Vision Transformer	Guoan Xu, Wenfeng Huang, Wenjing Jia	2025	arxiv 2505.22195
CaseNet: Content-Adaptive Scale Interaction Networks for Scene Parsing	Xin Jin, Cuiling Lan, Wenjun Zeng	2019	arxiv 1904.08170
More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity	Shiwei Liu, Tianlong Chen, Xiaohan Chen	2022	arxiv 2207.03620
UniConvNet: Expanding Effective Receptive Field while Maintaining Asymptotically Gaussian Distribution for ConvNets of Any Scale	Yuhao Wang, Wei Xi	2025	arxiv 2508.09000
Scaling Graph Convolutions for Mobile Vision	William Avery, Mustafa Munir, Radu Marculescu	2024	arxiv 2406.05850
An Experimental Study on Exploring Strong Lightweight Vision Transformers via Masked Image Modeling Pre-Training	Jin Gao, Shubo Lin, Shaoru Wang	2024	arxiv 2404.12210
Efficient Redundancy Reduction for Open-Vocabulary Semantic Segmentation	Lin Chen, Qi Yang, Kun Ding	2025	arxiv 2501.17642
CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction	Yuan Zhou, Qingshan Xu, Jiequan Cui	2024	arxiv 2411.16170
SCASeg: Strip Cross-Attention for Efficient Semantic Segmentation	Guoan Xu, Jiaming Chen, Wenfeng Huang	2024	arxiv 2411.17061
MPM: Mutual Pair Merging for Efficient Vision Transformers	Simon Ravé, Pejman Rasti, David Rousseau	2026	arxiv 2604.05718
FractalMamba++: Scaling Vision Mamba Across Resolutions via Hilbert Fractal Geometry	Bo Li, Haoke Xiao, Lv Tang	2025	arxiv 2505.14062
D3S2: Diffusion-Guided Dataset Distillation for Semantic Segmentation	Wenjie Zheng, Haoji Hu, Jiali Lu	2026	arxiv 2605.25022
AdaDINO: Context-Adaptive DINO-Distilled Vision Foundation Models for Efficient Open-Vocabulary Edge Inference	Yiwei Zhao, Yi Zheng, Huapeng Su	2026	arxiv 2604.15622
Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift	Jiefeng Peng, Jiqi Zhang, Changlin Li	2021	arxiv 2108.09671
CFNet: Learning Correlation Functions for One-Stage Panoptic Segmentation	Yifeng Chen, Wenqing Chu, Fangfang Wang	2022	arxiv 2201.04796
Beyond Fixation: Dynamic Window Visual Transformer	Pengzhen Ren, Changlin Li, Guangrun Wang	2022	arxiv 2203.12856

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