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
Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey Oriane Siméoni Éloi Zablocki Spyros Gidaris Gilles Puy Patrick Pérez 18 10 0 19 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 18 18 0 11 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 17 24 0 10 Oct 2023
Self-Supervised Open-Ended Classification with Small Visual Language Models Mohammad Mahdi Derakhshani Ivona Najdenkoska Cees G. M. Snoek M. Worring Yuki M. Asano VLM 14 0 0 30 Sep 2023
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free Monika Wysoczañska Michael Ramamonjisoa Tomasz Trzciñski Oriane Siméoni 3DV VLM 11 20 0 25 Sep 2023
Detect Everything with Few Examples Xinyu Zhang Yuting Wang Abdeslam Boularias ObjD VLM 21 13 0 22 Sep 2023
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics Sriram Ravindran Debraj Basu 24 2 0 20 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 35 3 0 18 Sep 2023
Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation Linhan Wang Shuo Lei Jianfeng He Shengkun Wang Min Zhang Chang-Tien Lu 6 6 0 11 Sep 2023
CA2: Class-Agnostic Adaptive Feature Adaptation for One-class Classification Zilong Zhang Zhibin Zhao Deyu Meng Xingwu Zhang Xuefeng Chen VLM 6 1 0 04 Sep 2023
Self-supervised Semantic Segmentation: Consistency over Transformation Sanaz Karimijafarbigloo Reza Azad A. Kazerouni Yury Velichko Ulas Bagci Dorit Merhof 13 3 0 31 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
Unsupervised Camouflaged Object Segmentation as Domain Adaptation Yi Zhang Chengyi Wu 16 3 0 08 Aug 2023
C-DARL: Contrastive diffusion adversarial representation learning for label-free blood vessel segmentation Boah Kim Y. Oh Bradford J. Wood Ronald M. Summers Jong Chul Ye DiffM MedIm 22 5 0 31 Jul 2023
Aligned Unsupervised Pretraining of Object Detectors with Self-training Ioannis Maniadis Metaxas Adrian Bulat Ioannis Patras Brais Martínez Georgios Tzimiropoulos 19 0 0 28 Jul 2023
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach Sanaz Karimijafarbigloo Reza Azad Dorit Merhof 11 11 0 26 Jul 2023
Optical Flow boosts Unsupervised Localization and Segmentation Xinyu Zhang Abdeslam Boularias 18 5 0 25 Jul 2023
Spectrum-guided Multi-granularity Referring Video Object Segmentation Bo Miao Bennamoun Yongsheng Gao Ajmal Saeed Mian VOS 18 34 0 25 Jul 2023
Morphology-inspired Unsupervised Gland Segmentation via Selective Semantic Grouping Qixiang Zhang Yi Li Cheng Xue X. Li MedIm 8 1 0 22 Jul 2023
Learning to Count without Annotations Lukas Knobel Tengda Han Yuki M. Asano SSL 16 2 0 17 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
PMaF: Deep Declarative Layers for Principal Matrix Features Zhiwei Xu Hao Wang Yanbin Liu Stephen Gould 8 1 0 26 Jun 2023
A Sparse Graph Formulation for Efficient Spectral Image Segmentation Rahul Palnitkar J. F. R. Neto 9 0 0 22 Jun 2023
Mutual Information Regularization for Weakly-supervised RGB-D Salient Object Detection Aixuan Li Yuxin Mao Jing Zhang Yuchao Dai 21 25 0 06 Jun 2023
PaintSeg: Training-free Segmentation via Painting Xiang Li Chung-Ching Lin Yinpeng Chen Zicheng Liu Jinglu Wang Bhiksha Raj 12 5 0 30 May 2023
AutoRecon: Automated 3D Object Discovery and Reconstruction Yuang Wang Xingyi He He Sida Peng Haotong Lin Hujun Bao Xiaowei Zhou 19 11 0 15 May 2023
FreePoint: Unsupervised Point Cloud Instance Segmentation Zhikai Zhang Jian Ding Li Jiang Dengxin Dai Guisong Xia 3DPC 24 6 0 11 May 2023
Spectral Clustering on Large Datasets: When Does it Work? Theory from Continuous Clustering and Density Cheeger-Buser T. Chu Gary Miller N. Walkington 16 0 0 11 May 2023
CLIP-S $^4$ : Language-Guided Self-Supervised Semantic Segmentation Wenbin He Suphanut Jamonnak Liangke Gou Liu Ren VLM 33 31 0 01 May 2023
Delving into Shape-aware Zero-shot Semantic Segmentation Xinyu Liu Beiwen Tian Zhen Wang Rui Wang Kehua Sheng Bo-Wen Zhang Hao Zhao Guyue Zhou VLM 6 12 0 17 Apr 2023
Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentation Alexander Koenig Maximilian Schambach Johannes Otterbach 6 6 0 14 Apr 2023
What does CLIP know about a red circle? Visual prompt engineering for VLMs Aleksandar Shtedritski Christian Rupprecht Andrea Vedaldi VLM MLLM 19 137 0 13 Apr 2023
MOST: Multiple Object localization with Self-supervised Transformers for object discovery Sai Saketh Rambhatla Ishan Misra Rama Chellappa Abhinav Shrivastava 13 7 0 11 Apr 2023
Learning Neural Eigenfunctions for Unsupervised Semantic Segmentation Zhijie Deng Yucen Luo 6 6 0 06 Apr 2023
JacobiNeRF: NeRF Shaping with Mutual Information Gradients Xiaomeng Xu Yanchao Yang Kaichun Mo Boxiao Pan L. Yi Leonidas J. Guibas 8 9 0 01 Apr 2023
Removing supervision in semantic segmentation with local-global matching and area balancing Simone Rossetti Nico Sama F. Pirri VLM 25 0 0 30 Mar 2023
Multi-granularity Interaction Simulation for Unsupervised Interactive Segmentation Kehan Li Yian Zhao Zhennan Wang Ze-Long Cheng Peng Jin Xiang Ji Li-ming Yuan Chang-rui Liu Jie Chen 24 9 0 23 Mar 2023
FeatureNeRF: Learning Generalizable NeRFs by Distilling Foundation Models Jianglong Ye Naiyan Wang X. Wang DiffM 35 41 0 22 Mar 2023
DiffusionSeg: Adapting Diffusion Towards Unsupervised Object Discovery Chaofan Ma Yu-Hao Yang Chen Ju Feifan Zhang Jinxian Liu Yu Wang Ya-Qin Zhang Yanfeng Wang DiffM 25 37 0 17 Mar 2023
LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Grounding Gen Li Varun Jampani Deqing Sun Laura Sevilla-Lara 17 37 0 16 Mar 2023
SEM-CS: Semantic CLIPStyler for Text-Based Image Style Transfer Chanda Grover Kamra Indra Deep Mastan Debayan Gupta CLIP 18 5 0 11 Mar 2023
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition Yiqing Liang Eliot Laidlaw Alexander Meyerowitz Srinath Sridhar James Tompkin VOS 22 12 0 02 Mar 2023
Neural Congealing: Aligning Images to a Joint Semantic Atlas Dolev Ofri-Amar Michal Geyer Yoni Kasten Tali Dekel 8 14 0 08 Feb 2023
Skip-Attention: Improving Vision Transformers by Paying Less Attention Shashanka Venkataramanan Amir Ghodrati Yuki M. Asano Fatih Porikli A. Habibian ViT 6 25 0 05 Jan 2023
Unsupervised Object Localization: Observing the Background to Discover Objects Oriane Siméoni Chloé Sekkat Gilles Puy Antonín Vobecký Éloi Zablocki Patrick Pérez OCL SSL 18 51 0 15 Dec 2022
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering Amit Aflalo Shai Bagon Tamar Kashti Yonina C. Eldar GNN 8 32 0 12 Dec 2022
Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning Jishnu Mukhoti Tsung-Yu Lin Omid Poursaeed Rui Wang Ashish Shah Philip H. S. Torr Ser-Nam Lim VLM 22 79 0 09 Dec 2022
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation Ziqi Zhou Bowen Zhang Yinjie Lei Lingqiao Liu Yifan Liu VLM 8 167 0 07 Dec 2022
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection Silvio Galesso Max Argus Thomas Brox UQCV 14 11 0 12 Nov 2022
Open-vocabulary Semantic Segmentation with Frozen Vision-Language Models Chaofan Ma Yu-Hao Yang Yanfeng Wang Ya-Qin Zhang Weidi Xie VLM 13 48 0 27 Oct 2022