DEAL: Difficulty-aware Active Learning for Semantic Segmentation

Asian Conference on Computer Vision (ACCV), 2020

17 October 2020

Chao Ma

Papers citing "DEAL: Difficulty-aware Active Learning for Semantic Segmentation"

28 / 28 papers shown

Title
Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation Jeongin Kim Wonho Bae YouLee Han Giyeong Oh Youngjae Yu Danica J. Sutherland Junhyug Noh DiffM 104 0 0 25 Oct 2025
AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners Woosung Koh Wonbeen Oh Jaein Jang MinHyung Lee Hyeongjin Kim Ah Yeon Kim Joonkee Kim Junghyun Lee Taehyeon Kim Se-Young Yun LRM TTA 391 1 0 22 May 2025
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets H. Kniesel Pedro Hermosilla Timo Ropinski 275 0 0 12 Mar 2025
Cross-Domain Semantic Segmentation with Large Language Model-Assisted Descriptor Generation Philip Hughes Larry Burns Luke Adams VLM 173 0 0 27 Jan 2025
Not All Samples Should Be Utilized Equally: Towards Understanding and Improving Dataset Distillation Shaobo Wang Yantai Yang Qilong Wang Kaixin Li Linfeng Zhang Junchi Yan DD 337 11 0 22 Aug 2024
SegXAL: Explainable Active Learning for Semantic Segmentation in Driving Scene ScenariosInternational Conference on Pattern Recognition (ICPR), 2024 Sriram Mandalika Athira Nambiar 165 2 0 08 Aug 2024
Bayesian Active Learning for Semantic Segmentation Sima Didari Wenjun Hu Jae Oh Woo Heng Hao Hankyu Moon Seungjai Min 329 5 0 03 Aug 2024
Effective Data Selection for Seismic Interpretation through Disagreement Ryan Benkert Mohit Prabhushankar Ghassan AlRegib 180 2 0 01 Jun 2024
Improving Interpretability of Deep Active Learning for Flood Inundation Mapping Through Class Ambiguity Indices Using Multi-spectral Satellite Imagery Hyunho Lee Wenwen Li AI4CE 214 17 0 29 Apr 2024
Uncertainty Driven Active Learning for Image Segmentation in Underwater Inspection Luiza Ribeiro Marnet Yury Brodskiy Stella Grasshof Andrzej Wasowski 170 3 0 20 Mar 2024
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic SegmentationInternational Conference on Learning Representations (ICLR), 2024 Kim-Celine Kahl Carsten T. Lüth M. Zenk Klaus Maier-Hein Paul F. Jaeger UQCV 233 24 0 16 Jan 2024
Active Learning for Fine-Grained Sketch-Based Image RetrievalBritish Machine Vision Conference (BMVC), 2023 Himanshu Thakur Soumitri Chattopadhyay 180 2 0 15 Sep 2023
Maturity-Aware Active Learning for Semantic Segmentation with Hierarchically-Adaptive Sample AssessmentBritish Machine Vision Conference (BMVC), 2023 Amirsaeed Yazdani Xuelu Li V. Monga EDL 133 1 0 28 Aug 2023
Joint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware Learning Aixuan Li Jing Zhang Yun-Qiu Lv Tong Zhang Yiran Zhong Mingyi He Yuchao Dai 150 4 0 10 Jul 2023
Multi-Task Consistency for Active Learning A. Hekimoglu Philipp Friedrich Walter Zimmer Michael Schmidt Alvaro Marcos-Ramiro Alois C. Knoll VLM 148 12 0 21 Jun 2023
Semantic Segmentation by Semantic Proportions Halil Ibrahim Aysel Xiaohao Cai Adam Prugel-Bennett 120 1 0 24 May 2023
Adaptive Superpixel for Active Learning in Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Ho-Joong Kim Minhyeon Oh S. Hwang Suha Kwak Jungseul Ok 169 22 0 29 Mar 2023
Active Coarse-to-Fine Segmentation of Moveable Parts from Real ImagesEuropean Conference on Computer Vision (ECCV), 2023 Ruiqi Wang A. Patil Fenggen Yu Hao Zhang 201 4 0 21 Mar 2023
Semantic Segmentation with Active Semi-Supervised Representation LearningBritish Machine Vision Conference (BMVC), 2022 Aneesh Rangnekar Christopher Kanan Matthew Hoffman 157 6 0 16 Oct 2022
Lirot.ai: A Novel Platform for Crowd-Sourcing Retinal Image Segmentations Jonathan Fhima Jan Van Eijgen Moti Freiman Ingeborg Stalmans Joachim A. Behar 143 4 0 22 Aug 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 214 79 0 23 Mar 2022
GroupViT: Semantic Segmentation Emerges from Text SupervisionComputer Vision and Pattern Recognition (CVPR), 2022 Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz Xinyu Wang ViT VLM 623 620 0 22 Feb 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation Biao Gao Xijun Zhao Huijing Zhao 254 15 0 18 Feb 2022
Learning 3D Semantic Segmentation with only 2D Image SupervisionInternational Conference on 3D Vision (3DV), 2021 Kyle Genova Xiaoqi Yin Abhijit Kundu C. Pantofaru Forrester Cole Avneesh Sud B. Brewington B. Shucker Thomas Funkhouser 3DPC 120 91 0 21 Oct 2021
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images S. Desai Debasmita Ghose 146 34 0 15 Oct 2021
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth EstimationInternational Journal of Computer Vision (IJCV), 2021 Lukas Hoyer Dengxin Dai Qin Wang Yuhua Chen Luc Van Gool MDE 208 44 0 28 Aug 2021
All you need are a few pixels: semantic segmentation with PixelPick Gyungin Shin Weidi Xie Samuel Albanie VLM 200 51 0 13 Apr 2021
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth EstimationComputer Vision and Pattern Recognition (CVPR), 2020 Lukas Hoyer Dengxin Dai Yuhua Chen Adrian Köring Suman Saha Luc Van Gool 3DPC SSL MDE 255 113 0 19 Dec 2020