Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization

16 May 2022

Luke Melas-Kyriazi

Christian Rupprecht

Iro Laina

Andrea Vedaldi

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Papers citing "Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization"

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M2N2V2: Multi-Modal Unsupervised and Training-free Interactive Segmentation Markus Karmann Peng-Tao Jiang Bo Li O. Urfalioglu 39 0 0 20 Mar 2025
Not Every Patch is Needed: Towards a More Efficient and Effective Backbone for Video-based Person Re-identification Lanyun Zhu T. Chen Deyi Ji Jieping Ye J. Liu 34 2 0 28 Jan 2025
Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detection Yi Liu Chengxin Li Xiaohui Dong Lei Li Dingwen Zhang Shoukun Xu J. Han 68 0 0 22 Dec 2024
Data-Efficient Inference of Neural Fluid Fields via SciML Foundation Model Yuqiu Liu Jingxuan Xu Mauricio Soroco Yunchao Wei Wuyang Chen AI4CE 65 2 0 18 Dec 2024
DIVE: Taming DINO for Subject-Driven Video Editing Yi Huang Wei Xiong He Zhang Chaoqi Chen Jianzhuang Liu Mingfu Yan Shifeng Chen VGen DiffM 73 0 0 04 Dec 2024
Distilling Spectral Graph for Object-Context Aware Open-Vocabulary Semantic Segmentation Chanyoung Kim Dayun Ju Woojung Han Ming-Hsuan Yang Seong Jae Hwang VLM VOS 68 0 0 26 Nov 2024
AMNCutter: Affinity-Attention-Guided Multi-View Normalized Cutter for Unsupervised Surgical Instrument Segmentation Mingyu Sheng Jianan Fan Dongnan Liu Ron Kikinis Weidong Cai 23 0 0 06 Nov 2024
UnSegMedGAT: Unsupervised Medical Image Segmentation using Graph Attention Networks Clustering A. M. Adityaja Saurabh J. Shigwan Nitin Kumar MedIm 24 1 0 04 Nov 2024
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 21 1 0 30 Oct 2024
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation Ronan Docherty Antonis Vamvakeros Samuel J. Cooper 16 1 0 20 Oct 2024
Co-Segmentation without any Pixel-level Supervision with Application to Large-Scale Sketch Classification Nikolaos-Antonios Ypsilantis Ondrej Chum ViT 18 0 0 17 Oct 2024
UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters Kovvuri Sai Gopal Reddy Bodduluri Saran A. M. Adityaja Saurabh J. Shigwan Nitin Kumar Snehasis Mukherjee 13 1 0 08 Oct 2024
Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels Heeseong Shin Chaehyun Kim Sunghwan Hong Seokju Cho Anurag Arnab Paul Hongsuck Seo Seungryong Kim VLM 27 1 0 30 Sep 2024
ProMerge: Prompt and Merge for Unsupervised Instance Segmentation Dylan Li Gyungin Shin 22 3 0 27 Sep 2024
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks Debjyoti Mondal Rahul Mishra Chandan Pandey 16 0 0 10 Sep 2024
ReKep: Spatio-Temporal Reasoning of Relational Keypoint Constraints for Robotic Manipulation Wenlong Huang Chen Wang Y. Li Ruohan Zhang Li Fei-Fei 37 81 0 03 Sep 2024
Revisiting Surgical Instrument Segmentation Without Human Intervention: A Graph Partitioning View Mingyu Sheng Jianan Fan Dongnan Liu Ron Kikinis Weidong Cai 19 1 0 27 Aug 2024
Can Visual Foundation Models Achieve Long-term Point Tracking? Görkay Aydemir Weidi Xie Fatma Guney 24 7 0 24 Aug 2024
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 38 4 0 23 Aug 2024
ReCLIP++: Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation Jingyun Wang Guoliang Kang VLM SSL 29 7 0 13 Aug 2024
Deep Spectral Methods for Unsupervised Ultrasound Image Interpretation Oleksandra Tmenova Yordanka Velikova Mahdi Saleh Nassir Navab 25 0 0 04 Aug 2024
PEEKABOO: Hiding parts of an image for unsupervised object localization Hasib Zunair u 24 A.BenHamza SSL 23 0 0 24 Jul 2024
ClearCLIP: Decomposing CLIP Representations for Dense Vision-Language Inference Mengcheng Lan Chaofeng Chen Yiping Ke Xinjiang Wang Litong Feng Wayne Zhang VLM 26 23 0 17 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
Swiss DINO: Efficient and Versatile Vision Framework for On-device Personal Object Search Kirill Paramonov Jia-Xing Zhong Umberto Michieli J. Moon Mete Ozay 32 2 0 10 Jul 2024
DiPEx: Dispersing Prompt Expansion for Class-Agnostic Object Detection Jia Syuen Lim Zhuoxiao Chen Mahsa Baktashmotlagh Zhi Chen Xin Yu Zi Huang Yadan Luo VLM ObjD 60 1 0 21 Jun 2024
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation Chanda Grover Kamra Indra Deep Mastan Nitin Kumar Debayan Gupta 23 1 0 12 Jun 2024
UnSegGNet: Unsupervised Image Segmentation using Graph Neural Networks Kovvuri Sai Bodduluri Saran A. M. Adityaja Saurabh J. Shigwan Nitin Kumar 23 1 0 09 May 2024
Masked Multi-Query Slot Attention for Unsupervised Object Discovery Rishav Pramanik José-Fabian Villa-Vásquez M. Pedersoli OCL 32 0 0 30 Apr 2024
Probing the 3D Awareness of Visual Foundation Models Mohamed El Banani Amit Raj Kevis-Kokitsi Maninis Abhishek Kar Yuanzhen Li Michael Rubinstein Deqing Sun Leonidas J. Guibas Justin Johnson Varun Jampani 25 79 0 12 Apr 2024
DINO-Tracker: Taming DINO for Self-Supervised Point Tracking in a Single Video Narek Tumanyan Assaf Singer Shai Bagon Tali Dekel MQ 26 28 0 21 Mar 2024
OMH: Structured Sparsity via Optimally Matched Hierarchy for Unsupervised Semantic Segmentation Baran Ozaydin Tong Zhang Deblina Bhattacharjee Sabine Süsstrunk Mathieu Salzmann 18 1 0 11 Mar 2024
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Chanyoung Kim Woojung Han Dayun Ju Seong Jae Hwang 21 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 20 1 0 04 Feb 2024
EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models Koichi Namekata Amirmojtaba Sabour Sanja Fidler Seung Wook Kim 36 17 0 22 Jan 2024
HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping Xin Zhang Jinheng Xie Yuan. Yuan Michael Bi Mi Robby T. Tan VOS OCL VLM 41 2 0 29 Dec 2023
Unsupervised Segmentation of Colonoscopy Images Heming Yao Jérôme Lüscher Benjamín Gutiérrez-Becker Josep Arús-Pous Tommaso Biancalani A. Bigorgne David Richmond MedIm 8 0 0 19 Dec 2023
Open Vocabulary Semantic Scene Sketch Understanding Ahmed Bourouis Judith E. Fan Yulia Gryaditskaya VLM 3DV 10 0 0 18 Dec 2023
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 25 3 0 18 Dec 2023
Patch-wise Graph Contrastive Learning for Image Translation Chanyong Jung Gihyun Kwon Jong Chul Ye 10 9 0 13 Dec 2023
Deciphering 'What' and 'Where' Visual Pathways from Spectral Clustering of Layer-Distributed Neural Representations Xiao Zhang David Yunis Michael Maire 19 2 0 11 Dec 2023
SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers Ioannis Kakogeorgiou Spyros Gidaris Konstantinos Karantzalos N. Komodakis ViT OCL 8 11 0 01 Dec 2023
FoundPose: Unseen Object Pose Estimation with Foundation Features Evin Pınar Örnek Yann Labbé Bugra Tekin Lingni Ma Cem Keskin Christian Forster Tomás Hodan 15 45 0 30 Nov 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 30 4 0 29 Nov 2023
Understanding Self-Supervised Features for Learning Unsupervised Instance Segmentation Paul Engstler Luke Melas-Kyriazi Christian Rupprecht Iro Laina SSL 14 3 0 24 Nov 2023
Disentangling Structure and Appearance in ViT Feature Space Narek Tumanyan Omer Bar-Tal Shir Amir Shai Bagon Tali Dekel DiffM CoGe 26 2 0 20 Nov 2023
$Unsupervised segmentation of irradiation$\unicode{x2010}$induced order$\unicode{x2010}$disorder phase transitions in electron microscopy$ Unsupervised segmentation of irradiation $\unicode{x2010}$ induced order $\unicode{x2010}$ disorder phase transitions in electron microscopy Arman H. Ter-Petrosyan Jenna A. Bilbrey Christina Doty Bethany E. Matthews Le Wang Yingge Du E. Lang Khalid Hattar Steven Spurgeon 6 0 0 14 Nov 2023
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Litong Feng Wayne Zhang 22 11 0 27 Oct 2023