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Object Segmentation Without Labels with Large-Scale Generative Models

8 June 2020

Papers citing "Object Segmentation Without Labels with Large-Scale Generative Models"

48 / 48 papers shown

Title
Towards Open World Detection: A Survey Andrei-Stefan Bulzan Cosmin Cernazanu-Glavan ObjD VLM 56 0 0 22 Aug 2025
Ensemble Foreground Management for Unsupervised Object Discovery Ziling Wu Armaghan Moemeni Praminda Caleb-Solly OCL 53 0 0 28 Jul 2025
SeeDiff: Off-the-Shelf Seeded Mask Generation from Diffusion Models J. Park Kumju Jo Sungyong Baik DiffM 43 0 0 26 Jul 2025
UCOD-DPL: Unsupervised Camouflaged Object Detection via Dynamic Pseudo-label Learning Weiqi Yan Lvhai Chen Huaijia Kou Shengchuan Zhang Yan Zhang Liujuan Cao 83 0 0 08 Jun 2025
unMORE: Unsupervised Multi-Object Segmentation via Center-Boundary Reasoning Yafei Yang Zihui Zhang Bo Yang OCL 134 1 0 02 Jun 2025
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 170 2 0 30 Oct 2024
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation Ronan Docherty Antonis Vamvakeros Samuel J. Cooper 130 3 0 20 Oct 2024
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks Debjyoti Mondal Rahul Mishra Chandan Pandey 124 0 0 10 Sep 2024
Unsupervised Part Discovery via Dual Representation Alignment Jiahao Xia Wenjian Huang Min Xu Jianguo Zhang Haimin Zhang Ziyu Sheng Dong Xu 131 1 0 15 Aug 2024
PEEKABOO: Hiding parts of an image for unsupervised object localization Hasib Zunair u 24 A.BenHamza SSL 157 0 0 24 Jul 2024
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation Chanda Grover Kamra Indra Deep Mastan Nitin Kumar Debayan Gupta 105 2 0 12 Jun 2024
EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models Koichi Namekata Amirmojtaba Sabour Sanja Fidler Seung Wook Kim 164 30 0 22 Jan 2024
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 94 4 0 08 Dec 2023
Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey Oriane Siméoni Éloi Zablocki Spyros Gidaris Gilles Puy Patrick Pérez 163 15 0 19 Oct 2023
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic Segmentation Quang H. Nguyen T. Vu Anh Tran Kim Dan Nguyen DiffM 235 110 0 25 Sep 2023
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics Sriram Ravindran Debraj Basu 161 4 0 20 Sep 2023
Box-based Refinement for Weakly Supervised and Unsupervised Localization Tasks Eyal Gomel Tal Shaharabany Lior Wolf ObjD 143 5 0 07 Sep 2023
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-training Silky Singh Shripad Deshmukh Mausoom Sarkar Balaji Krishnamurthy 139 10 0 22 Aug 2023
Unsupervised Camouflaged Object Segmentation as Domain Adaptation Yi Zhang Chengyi Wu 110 6 0 08 Aug 2023
Weakly-supervised Contrastive Learning for Unsupervised Object Discovery Yun-Qiu Lv Jing Zhang Nick Barnes Yuchao Dai 124 11 0 07 Jul 2023
A Sparse Graph Formulation for Efficient Spectral Image Segmentation Rahul Palnitkar J. F. R. Neto 134 2 0 22 Jun 2023
PaintSeg: Training-free Segmentation via Painting Xiang Li Chung-Ching Lin Yinpeng Chen Zicheng Liu Jinglu Wang Bhiksha Raj 149 6 0 30 May 2023
Local Region-to-Region Mapping-based Approach to Classify Articulated Objects Ayushmaan Aggarwal Rustam Stolkin Naresh Marturi 3DPC 97 0 0 10 May 2023
MOST: Multiple Object localization with Self-supervised Transformers for object discovery Sai Saketh Rambhatla Ishan Misra Rama Chellappa Abhinav Shrivastava 169 15 0 11 Apr 2023
Learning Neural Eigenfunctions for Unsupervised Semantic Segmentation Zhijie Deng Yucen Luo 95 6 0 06 Apr 2023
LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation K. Pnvr Bharat Singh P. Ghosh Behjat Siddiquie David Jacobs DiffM 118 29 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 Zhang Yanfeng Wang DiffM 128 43 0 17 Mar 2023
SS-CPGAN: Self-Supervised Cut-and-Pasting Generative Adversarial Network for Object Segmentation Kunal Chaturvedi Ali Braytee Jun Yu Li Mukesh Prasad 109 2 0 01 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 141 64 0 15 Dec 2022
OAMixer: Object-aware Mixing Layer for Vision Transformers H. Kang Sangwoo Mo Jinwoo Shin VLM 136 4 0 13 Dec 2022
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering Amit Aflalo Shai Bagon Tamar Kashti Yonina C. Eldar GNN 129 38 0 12 Dec 2022
Extracting Semantic Knowledge from GANs with Unsupervised Learning Jianjin Xu Zhaoxiang Zhang Xiaolin Hu GAN 110 12 0 30 Nov 2022
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background Segmentation Qiran Zou Yuzhou Nie Wing Yin Cheung Chang-rui Liu Xiang Ji GAN 181 4 0 25 Nov 2022
Synthetic Data Supervised Salient Object Detection Zhenyu Wu Lin Wang Wei Wang Tengfei Shi Chenglizhao Chen Aimin Hao Shuo Li 112 26 0 25 Oct 2022
MOVE: Unsupervised Movable Object Segmentation and Detection Adam Bielski Paolo Favaro OCL 98 23 0 14 Oct 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 204 19 0 05 Oct 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 230 97 0 01 Sep 2022
Refine and Represent: Region-to-Object Representation Learning Akash Gokul Konstantinos Kallidromitis Shufang Li Yu Kato Kazuki Kozuka Trevor Darrell Colorado Reed SSeg 142 5 0 25 Aug 2022
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation Shiqiang Ma Xia Li Jijun Tang Fei Guo 79 4 0 19 Aug 2022
Interpreting Latent Spaces of Generative Models for Medical Images using Unsupervised Methods Julian Schon Raghavendra Selvan Jens Petersen MedIm 75 6 0 20 Jul 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion Subhabrata Choudhury Laurynas Karazija Iro Laina Andrea Vedaldi Christian Rupprecht OCL VOS 232 43 0 16 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 150 174 0 16 May 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 134 70 0 23 Mar 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 404 576 0 06 Dec 2021
GANSeg: Learning to Segment by Unsupervised Hierarchical Image Generation Xingzhe He Bastian Wandt Helge Rhodin GAN 150 23 0 02 Dec 2021
Learning Co-segmentation by Segment Swapping for Retrieval and Discovery Xi Shen Alexei A. Efros Armand Joulin Mathieu Aubry 104 13 0 29 Oct 2021
Unsupervised Foreground Extraction via Deep Region Competition Peiyu Yu Sirui Xie Xiaojian Ma Yixin Zhu Ying Nian Wu Song-Chun Zhu OCL 115 44 0 29 Oct 2021
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 595 4,284 0 17 Jun 2020