Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations

11 July 2022

Andrii Zadaianchuk

Matthaeus Kleindessner

Yi Zhu

Francesco Locatello

Thomas Brox

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Papers citing "Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations"

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Title
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 40 4 0 23 Aug 2024
Zero-Shot Object-Centric Representation Learning Aniket Didolkar Andrii Zadaianchuk Anirudh Goyal Mike Mozer Yoshua Bengio Georg Martius Maximilian Seitzer VLM OCL 32 4 0 17 Aug 2024
In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation Dahyun Kang Minsu Cho ObjD VLM 27 9 0 09 Aug 2024
PEEKABOO: Hiding parts of an image for unsupervised object localization Hasib Zunair u 24 A.BenHamza SSL 31 0 0 24 Jul 2024
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture Donghee Kim Sungduk Cho Hyeonwoo Cho Chanmin Park Jinyoung Kim Won Hwa Kim 33 0 0 15 Jul 2024
Rethinking Image-to-Video Adaptation: An Object-centric Perspective Rui Qian Shuangrui Ding Dahua Lin OCL 44 1 0 09 Jul 2024
Adaptive Slot Attention: Object Discovery with Dynamic Slot Number Ke Fan Zechen Bai Tianjun Xiao Tong He Max Horn Yanwei Fu Francesco Locatello Zheng Zhang OCL 30 5 0 13 Jun 2024
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation Chanda Grover Kamra Indra Deep Mastan Nitin Kumar Debayan Gupta 29 1 0 12 Jun 2024
Masked Multi-Query Slot Attention for Unsupervised Object Discovery Rishav Pramanik José-Fabian Villa-Vásquez M. Pedersoli OCL 38 0 0 30 Apr 2024
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Oliver Hahn Nikita Araslanov Simone Schaub-Meyer Stefan Roth 3DPC 33 3 0 25 Apr 2024
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for Vision Ankit Vani Bac Nguyen Samuel Lavoie Ranjay Krishna Aaron Courville 26 1 0 24 Apr 2024
OMH: Structured Sparsity via Optimally Matched Hierarchy for Unsupervised Semantic Segmentation Baran Ozaydin Tong Zhang Deblina Bhattacharjee Sabine Süsstrunk Mathieu Salzmann 24 1 0 11 Mar 2024
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Chanyoung Kim Woojung Han Dayun Ju Seong Jae Hwang 24 10 0 03 Mar 2024
Applying Unsupervised Semantic Segmentation to High-Resolution UAV Imagery for Enhanced Road Scene Parsing Zihan Ma Yongshang Li Ronggui Ma Chen Liang 11 2 0 05 Feb 2024
Deep Spectral Improvement for Unsupervised Image Instance Segmentation Farnoosh Arefi Amir M. Mansourian S. Kasaei ISeg 26 1 0 04 Feb 2024
Exploring Simple Open-Vocabulary Semantic Segmentation Zihang Lai VLM 14 0 0 22 Jan 2024
Semi-supervised segmentation of land cover images using nonlinear canonical correlation analysis with multiple features and t-SNE Hong Wei James Xiao Yichao Zhang Xia Hong 33 0 0 22 Jan 2024
EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models Koichi Namekata Amirmojtaba Sabour Sanja Fidler Seung Wook Kim 42 17 0 22 Jan 2024
Open Vocabulary Semantic Scene Sketch Understanding Ahmed Bourouis Judith E. Fan Yulia Gryaditskaya VLM 3DV 15 1 0 18 Dec 2023
A Lightweight Clustering Framework for Unsupervised Semantic Segmentation Yau Shing Jonathan Cheung Xi Chen Lihe Yang Hengshuang Zhao 12 1 0 30 Nov 2023
Betrayed by Attention: A Simple yet Effective Approach for Self-supervised Video Object Segmentation Shuangrui Ding Rui Qian Haohang Xu Dahua Lin Hongkai Xiong VOS 33 4 0 29 Nov 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 45 6 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 20 18 0 11 Oct 2023
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free Monika Wysoczañska Michael Ramamonjisoa Tomasz Trzciñski Oriane Siméoni 3DV VLM 19 20 0 25 Sep 2023
Unsupervised Open-Vocabulary Object Localization in Videos Ke Fan Zechen Bai Tianjun Xiao Dominik Zietlow Max Horn ... Bernt Schiele Thomas Brox Zheng-Wei Zhang Yanwei Fu Tong He 38 9 0 18 Sep 2023
Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion Junjiao Tian Lavisha Aggarwal Andrea Colaco Z. Kira Mar González-Franco DiffM 22 71 0 23 Aug 2023
Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations Mohammadreza Salehi E. Gavves Cees G. M. Snoek Yuki M. Asano VOS 30 19 0 22 Aug 2023
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-training Silky Singh Shripad Deshmukh Mausoom Sarkar Balaji Krishnamurthy 16 7 0 22 Aug 2023
Learning to Count without Annotations Lukas Knobel Tengda Han Yuki M. Asano SSL 22 2 0 17 Jul 2023
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation Dahyun Kang Piotr Koniusz Minsu Cho Naila Murray VLM ViT 18 24 0 07 Jul 2023
Weakly-supervised Contrastive Learning for Unsupervised Object Discovery Yun-Qiu Lv Jing Zhang Nick Barnes Yuchao Dai 21 11 0 07 Jul 2023
Rotating Features for Object Discovery Sindy Lowe Phillip Lippe Francesco Locatello Max Welling OCL 17 21 0 01 Jun 2023
AutoRecon: Automated 3D Object Discovery and Reconstruction Yuang Wang Xingyi He He Sida Peng Haotong Lin Hujun Bao Xiaowei Zhou 22 11 0 15 May 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 20 9 0 16 Feb 2023
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation Yash J. Patel Yusheng Xie Yi Zhu Srikar Appalaraju R. Manmatha 19 4 0 07 Feb 2023
Unsupervised Object Localization: Observing the Background to Discover Objects Oriane Siméoni Chloé Sekkat Gilles Puy Antonín Vobecký Éloi Zablocki Patrick Pérez OCL SSL 24 51 0 15 Dec 2022
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection Silvio Galesso Max Argus Thomas Brox UQCV 25 11 0 12 Nov 2022
Perceptual Grouping in Contrastive Vision-Language Models Kanchana Ranasinghe Brandon McKinzie S. S. Ravi Yinfei Yang Alexander Toshev Jonathon Shlens VLM 19 50 0 18 Oct 2022
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation Kehan Li Zhennan Wang Ze-Long Cheng Runyi Yu Yian Zhao Guoli Song Chang Liu Li-ming Yuan Jie Chen 11 38 0 12 Oct 2022
Improving Sample Quality of Diffusion Models Using Self-Attention Guidance Susung Hong Gyuseong Lee Wooseok Jang Seung Wook Kim DiffM 19 62 0 03 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng-Wei Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 21 138 0 29 Sep 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz X. Wang ViT VLM 177 494 0 22 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Localizing Objects with Self-Supervised Transformers and no Labels Oriane Siméoni Gilles Puy Huy V. Vo Simon Roburin Spyros Gidaris Andrei Bursuc P. Pérez Renaud Marlet Jean Ponce ViT 164 195 0 29 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 185 247 0 11 Feb 2021
SegSort: Segmentation by Discriminative Sorting of Segments Jyh-Jing Hwang Stella X. Yu Jianbo Shi Maxwell D. Collins Tien-Ju Yang Xiao Zhang Liang-Chieh Chen 173 148 0 15 Oct 2019
Learning to Decompose and Disentangle Representations for Video Prediction Jun-Ting Hsieh Bingbin Liu De-An Huang Li Fei-Fei Juan Carlos Niebles DRL 127 302 0 11 Jun 2018