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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Title
Perceptual Grouping in Contrastive Vision-Language Models Kanchana Ranasinghe Brandon McKinzie S. S. Ravi Yinfei Yang Alexander Toshev Jonathon Shlens VLM 10 50 0 18 Oct 2022
MOVE: Unsupervised Movable Object Segmentation and Detection Adam Bielski Paolo Favaro OCL 6 20 0 14 Oct 2022
Self-Guided Diffusion Models Vincent Tao Hu David W. Zhang Yuki M. Asano Gertjan J. Burghouts Cees G. M. Snoek 24 31 0 12 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 6 38 0 12 Oct 2022
Feature-Realistic Neural Fusion for Real-Time, Open Set Scene Understanding Kirill Mazur Edgar Sucar Andrew J. Davison 3DPC AI4CE 80 44 0 06 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 96 0 29 Sep 2022
Diffusion Adversarial Representation Learning for Self-supervised Vessel Segmentation Boah Kim Y. Oh Jong Chul Ye DiffM MedIm 26 65 0 29 Sep 2022
NamedMask: Distilling Segmenters from Complementary Foundation Models Gyungin Shin Weidi Xie Samuel Albanie ISeg VLM 56 22 0 22 Sep 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 58 20 0 19 Sep 2022
Exploring Target Representations for Masked Autoencoders Xingbin Liu Jinghao Zhou Tao Kong Xianming Lin Rongrong Ji 70 49 0 08 Sep 2022
Neural Feature Fusion Fields: 3D Distillation of Self-Supervised 2D Image Representations Vadim Tschernezki Iro Laina Diane Larlus Andrea Vedaldi 168 184 0 07 Sep 2022
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut Yangtao Wang Xiaoke Shen Yuan. Yuan Yuming Du Maomao Li S. Hu James L. Crowley Dominique Vaufreydaz VOS ViT 15 73 0 01 Sep 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 17 49 0 11 Jul 2022
ReCo: Retrieve and Co-segment for Zero-shot Transfer Gyungin Shin Weidi Xie Samuel Albanie VLM 15 88 0 14 Jun 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion Subhabrata Choudhury Laurynas Karazija Iro Laina Andrea Vedaldi Christian Rupprecht OCL VOS 100 39 0 16 May 2022
3SD: Self-Supervised Saliency Detection With No Labels R. Yasarla Renliang Weng Wongun Choi Vishal M. Patel Amir Sadeghian 23 5 0 09 Mar 2022
Unsupervised Part Discovery from Contrastive Reconstruction Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL SSL 157 60 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 161 195 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 183 247 0 11 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 235 3,029 0 09 Mar 2020
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 170 148 0 15 Oct 2019