Unsupervised Semantic Segmentation by Distilling Feature Correspondences

16 March 2022

William T. Freeman

Papers citing "Unsupervised Semantic Segmentation by Distilling Feature Correspondences"

50 / 58 papers shown

Title
Falcon: Fractional Alternating Cut with Overcoming Minima in Unsupervised Segmentation Xiao Zhang Xiangyu Han Xiwen Lai Yao Sun Pei Zhang Konrad Kording 34 0 0 08 Apr 2025
$Learning Metal Microstructural Heterogeneity through Spatial Mapping of Diffraction Latent Space Features$ Learning Metal Microstructural Heterogeneity through Spatial Mapping of Diffraction Latent Space Features Mathieu Calvat Chris Bean Dhruv Anjaria Hyoungryul Park Haoren Wang Kenneth Vecchio J.C. Stinville AI4CE 50 1 0 30 Jan 2025
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 79 0 0 26 Nov 2024
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation Lin Sun Jiale Cao J. Xie F. Khan Yanwei Pang DiffM 43 1 0 05 Sep 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 50 0 0 15 Jul 2024
Lift, Splat, Map: Lifting Foundation Masks for Label-Free Semantic Scene Completion Arthur Zhang Rainier Heijne Joydeep Biswas 31 1 0 03 Jul 2024
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation Chanda Grover Kamra Indra Deep Mastan Nitin Kumar Debayan Gupta 36 1 0 12 Jun 2024
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity Boujemaa Guermazi Naimul Khan 30 2 0 09 May 2024
$${M^2D}$NeRF: Multi-Modal Decomposition NeRF with 3D Feature Fields$ ${M^2D}$ NeRF: Multi-Modal Decomposition NeRF with 3D Feature Fields N. Wang Lefei Zhang Angel X Chang 55 0 0 08 May 2024
Automatic Controllable Colorization via Imagination Xiaoyan Cong Yue Wu Qifeng Chen Chenyang Lei DiffM 26 5 0 08 Apr 2024
TADAP: Trajectory-Aided Drivable area Auto-labeling with Pre-trained self-supervised features in winter driving conditions Eerik Alamikkotervo Risto Ojala Alvari Seppänen Kari Tammi 21 0 0 20 Dec 2023
Unsupervised Segmentation of Colonoscopy Images Heming Yao Jérôme Lüscher Benjamín Gutiérrez-Becker Josep Arús-Pous Tommaso Biancalani A. Bigorgne David Richmond MedIm 35 0 0 19 Dec 2023
Segment Any 3D Gaussians Jiazhong Cen Jiemin Fang Chen Yang Lingxi Xie Xiaopeng Zhang Wei Shen Qi Tian 3DGS 73 70 0 01 Dec 2023
A Lightweight Clustering Framework for Unsupervised Semantic Segmentation Yau Shing Jonathan Cheung Xi Chen Lihe Yang Hengshuang Zhao 29 1 0 30 Nov 2023
A Self-Supervised Approach to Land Cover Segmentation Charles Moore Dakota Hester 24 0 0 27 Oct 2023
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Xue Jiang Wayne Zhang 43 11 0 27 Oct 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 52 6 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics Sriram Ravindran Debraj Basu 29 2 0 20 Sep 2023
Few-Shot Panoptic Segmentation With Foundation Models Markus Kappeler Kürsat Petek Niclas Vodisch Wolfram Burgard Abhinav Valada 29 17 0 19 Sep 2023
Active Learning for Semantic Segmentation with Multi-class Label Query S. Hwang Sohyun Lee Hoyoung Kim Minhyeon Oh Jungseul Ok Suha Kwak VLM 38 7 0 17 Sep 2023
Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization Hanqiu Deng Zhaoxiang Zhang Jinan Bao Xingyu Li VLM 30 4 0 30 Aug 2023
Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation Bokui (William) Shen Ge Yang Alan Yu J. Wong L. Kaelbling Phillip Isola VLM 29 104 0 27 Jul 2023
Optical Flow boosts Unsupervised Localization and Segmentation Xinyu Zhang Abdeslam Boularias 33 5 0 25 Jul 2023
Diffusion Hyperfeatures: Searching Through Time and Space for Semantic Correspondence Grace Luo Lisa Dunlap Dong Huk Park Aleksander Holynski Trevor Darrell 42 119 0 23 May 2023
VDD: Varied Drone Dataset for Semantic Segmentation Wenxiao Cai Ke Jin Jinyan Hou Cong Guo Letian Wu Wankou Yang 48 11 0 23 May 2023
Fast Traversability Estimation for Wild Visual Navigation Jonas Frey Matías Mattamala Nived Chebrolu Cesar Cadena Maurice F. Fallon Marco Hutter 42 63 0 15 May 2023
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Tongkun Liu Bing Li Xiao Du Bingke Jiang Xiao Jin Liuyi Jin Zhu Zhao 32 27 0 15 May 2023
Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentation Alexander Koenig Maximilian Schambach Johannes Otterbach 27 6 0 14 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 113 3,041 0 14 Apr 2023
SPColor: Semantic Prior Guided Exemplar-based Image Colorization Si-Yu Chen Xueming Li Xianlin Zhang Mingdao Wang Yu Zhang Yue Zhang 29 2 0 13 Apr 2023
Self-Supervised Learning of Object Segmentation from Unlabeled RGB-D Videos Shiyang Lu Yunfu Deng Abdeslam Boularias Kostas Bekris VOS 23 0 0 09 Apr 2023
Learning Neural Eigenfunctions for Unsupervised Semantic Segmentation Zhijie Deng Yucen Luo 26 6 0 06 Apr 2023
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Hyun Seok Seong WonJun Moon Subeen Lee Jae-Pil Heo ViT 31 32 0 27 Mar 2023
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 32 15 0 23 Mar 2023
Neural Congealing: Aligning Images to a Joint Semantic Atlas Dolev Ofri-Amar Michal Geyer Yoni Kasten Tali Dekel 26 20 0 08 Feb 2023
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation Yash J. Patel Yusheng Xie Yi Zhu Srikar Appalaraju R. Manmatha 35 4 0 07 Feb 2023
Open Problems in Applied Deep Learning M. Raissi AI4CE 42 2 0 26 Jan 2023
Improving self-supervised representation learning via sequential adversarial masking Dylan Sam Min Bai Tristan McKinney Li Erran Li SSL 32 0 0 16 Dec 2022
Unsupervised Object Localization: Observing the Background to Discover Objects Oriane Siméoni Chloé Sekkat Gilles Puy Antonín Vobecký Éloi Zablocki Patrick Pérez OCL SSL 34 51 0 15 Dec 2022
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 2022
Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors R. Burgert Kanchana Ranasinghe Xiang Li Michael S. Ryoo DiffM VLM 34 37 0 23 Nov 2022
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks Moshe Eliasof Nir Ben Zikri Eran Treister SSL GNN 14 3 0 21 Oct 2022
What the DAAM: Interpreting Stable Diffusion Using Cross Attention Raphael Tang Linqing Liu Akshat Pandey Zhiying Jiang Gefei Yang K. Kumar Pontus Stenetorp Jimmy J. Lin Ferhan Ture 29 167 0 10 Oct 2022
IntrinsicNeRF: Learning Intrinsic Neural Radiance Fields for Editable Novel View Synthesis Weicai Ye Shuo Chen Chong Bao Hujun Bao Marc Pollefeys Zhaopeng Cui Guofeng Zhang 32 46 0 02 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 45 140 0 29 Sep 2022
Diffusion Adversarial Representation Learning for Self-supervised Vessel Segmentation Boah Kim Y. Oh Jong Chul Ye DiffM MedIm 46 67 0 29 Sep 2022
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Chen Liu Matthew Amodio Liangbo L. Shen Feng Gao A. Avesta S. Aneja Jay C. Wang L. V. Priore Smita Krishnaswamy OOD MedIm 30 13 0 23 Sep 2022
NeRF-SOS: Any-View Self-supervised Object Segmentation on Complex Scenes Zhiwen Fan Peihao Wang Yi Ding Xinyu Gong Dejia Xu Zhangyang Wang 102 63 0 19 Sep 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 27 49 0 11 Jul 2022