Research

Papers for “ade20k”

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

Title	Authors	Year	Source
Gradient-Semantic Compensation for Incremental Semantic Segmentation	Wei Cong, Yang Cong, Jiahua Dong	2023	arxiv 2307.10822
Towards Comparable Knowledge Distillation in Semantic Image Segmentation	Onno Niemann, Christopher Vox, Thorben Werner	2023	arxiv 2309.03659
Parameter-efficient is not sufficient: Exploring Parameter, Memory, and Time Efficient Adapter Tuning for Dense Predictions	Dongshuo Yin, Xueting Han, Bin Li	2023	arxiv 2306.09729
Vision Transformers for Dense Prediction	René Ranftl, Alexey Bochkovskiy, Vladlen Koltun	2021	arxiv 2103.13413
Rethinking Decoders for Transformer-based Semantic Segmentation: A Compression Perspective	Qishuai Wen, Chun-Guang Li	2024	arxiv 2411.03033
DreamMask: Boosting Open-vocabulary Panoptic Segmentation with Synthetic Data	Yuanpeng Tu, Xi Chen, Ser-Nam Lim	2025	arxiv 2501.02048
SepViT: Separable Vision Transformer	Wei Li, Xing Wang, Xin Xia	2022	arxiv 2203.15380
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation	Yunxiang Fu, Meng Lou, Yizhou Yu	2024	arxiv 2412.11890
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation	Gabriele Rosi, Claudia Cuttano, Niccolò Cavagnero	2024	arxiv 2404.09570
JoDiffusion: Jointly Diffusing Image with Pixel-Level Annotations for Semantic Segmentation Promotion	Haoyu Wang, Lei Zhang, Wenrui Liu	2025	arxiv 2512.13014
Open Vocabulary Panoptic Segmentation With Retrieval Augmentation	Nafis Sadeq, Qingfeng Liu, Mostafa El-Khamy	2026	arxiv 2601.12779
Lorentz Framework for Semantic Segmentation	Zahid Hasan, Masud Ahmed, Nirmalya Roy	2026	arxiv 2604.16836
T-REN: Learning Text-Aligned Region Tokens Improves Dense Vision-Language Alignment and Scalability	Savya Khosla, Sethuraman T V, Aryan Chadha	2026	arxiv 2604.18573
MFil-Mamba: Multi-Filter Scanning for Spatial Redundancy-Aware Visual State Space Models	Puskal Khadka, KC Santosh	2026	arxiv 2603.20074
SpatialBoost: Enhancing Visual Representation through Language-Guided Reasoning	Byungwoo Jeon, Dongyoung Kim, Huiwon Jang	2026	arxiv 2603.22057
Where Does Texture Evidence Live in SAM? Features, Proposal Masks, and Texture Segmentation	Nadav Orenstein, Aviad Cohen Zada, Shai Avidan	2026	arxiv 2606.14755
Sub-Semantic Image Segmentation	Aviad Cohen Zada, Nadav Orenstein, Shai Avidan	2026	arxiv 2606.14754
Vision Transformers Need Better Token Interaction	Linxiang Su	2026	arxiv 2605.23868
Active Spatial Guidance: Eliminating Injected Positional Mechanisms in Vision Transformers	Cong Liu, Xiaofang Li, Simon X. Yang	2026	arxiv 2607.00580
A Simple Approach to Image Tilt Correction with Self-Attention MobileNet for Smartphones	Siddhant Garg, Debi Prasanna Mohanty, Siva Prasad Thota	2021	arxiv 2111.00398

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