Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation

13 June 2022

Luc Van Gool

Papers citing "Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation"

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Title
Scene-Centric Unsupervised Panoptic Segmentation Oliver Hahn Christoph Reich Nikita Araslanov Daniel Cremers Christian Rupprecht Stefan Roth OCL 57 0 0 02 Apr 2025
Probing the Mid-level Vision Capabilities of Self-Supervised Learning Xuweiyi Chen Markus Marks Zezhou Cheng 63 0 0 25 Nov 2024
ProMerge: Prompt and Merge for Unsupervised Instance Segmentation Dylan Li Gyungin Shin 19 3 0 27 Sep 2024
Analysis of Spatial augmentation in Self-supervised models in the purview of training and test distributions Abhishek Jha Tinne Tuytelaars 18 0 0 26 Sep 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
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
Lift, Splat, Map: Lifting Foundation Masks for Label-Free Semantic Scene Completion Arthur Zhang Rainier Heijne Joydeep Biswas 21 1 0 03 Jul 2024
Segment Anything without Supervision Xudong Wang Jingfeng Yang Trevor Darrell VLM 32 10 0 28 Jun 2024
A Good Foundation is Worth Many Labels: Label-Efficient Panoptic Segmentation Niclas Vodisch Kürsat Petek Markus Kappeler Abhinav Valada Wolfram Burgard VLM 27 4 0 29 May 2024
Recasting Generic Pretrained Vision Transformers As Object-Centric Scene Encoders For Manipulation Policies Jianing Qian Anastasios Panagopoulos Dinesh Jayaraman LM&Ro ViT 38 5 0 24 May 2024
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Oliver Hahn Nikita Araslanov Simone Schaub-Meyer Stefan Roth 3DPC 25 3 0 25 Apr 2024
The devil is in the object boundary: towards annotation-free instance segmentation using Foundation Models Cheng Shi Sibei Yang VLM 27 3 0 18 Apr 2024
Investigating the Effectiveness of Cross-Attention to Unlock Zero-Shot Editing of Text-to-Video Diffusion Models Saman Motamed Wouter Van Gansbeke Luc Van Gool VGen DiffM 22 1 0 08 Apr 2024
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers Shahaf Arica Or Rubin Sapir Gershov S. Laufer 19 6 0 12 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
DatUS^2: Data-driven Unsupervised Semantic Segmentation with Pre-trained Self-supervised Vision Transformer Sonal Kumar Arijit Sur R. Baruah ViT 27 2 0 23 Jan 2024
A Simple Latent Diffusion Approach for Panoptic Segmentation and Mask Inpainting Wouter Van Gansbeke Bert De Brabandere DiffM 16 11 0 18 Jan 2024
Unsupervised Universal Image Segmentation Dantong Niu Xudong Wang Xinyang Han Long Lian Roei Herzig Trevor Darrell VLM 22 17 0 28 Dec 2023
TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without Training Yuqi Lin Minghao Chen Kaipeng Zhang Hengjia Li Mingming Li Zheng Yang Dongqin Lv Binbin Lin Haifeng Liu Deng Cai CLIP VLM 44 12 0 20 Dec 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
Understanding Self-Supervised Features for Learning Unsupervised Instance Segmentation Paul Engstler Luke Melas-Kyriazi Christian Rupprecht Iro Laina SSL 12 3 0 24 Nov 2023
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
Few-Shot Panoptic Segmentation With Foundation Models Markus Kappeler Kürsat Petek Niclas Vodisch Wolfram Burgard Abhinav Valada 16 16 0 19 Sep 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
Aligned Unsupervised Pretraining of Object Detectors with Self-training Ioannis Maniadis Metaxas Adrian Bulat Ioannis Patras Brais Martínez Georgios Tzimiropoulos 16 0 0 28 Jul 2023
Optical Flow boosts Unsupervised Localization and Segmentation Xinyu Zhang Abdeslam Boularias 18 5 0 25 Jul 2023
Zero-shot Unsupervised Transfer Instance Segmentation Gyungin Shin Samuel Albanie Weidi Xie ISeg VLM 59 5 0 27 Apr 2023
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation Sang-Kee Jo In-Jae Yu Kyungsu Kim 11 16 0 19 Apr 2023
Transformer-Based Visual Segmentation: A Survey Xiangtai Li Henghui Ding Haobo Yuan Wenwei Zhang Jiangmiao Pang Guangliang Cheng Kai-xiang Chen Ziwei Liu Chen Change Loy ViT MedIm 26 112 0 19 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
Hard Patches Mining for Masked Image Modeling Haochen Wang Kaiyou Song Junsong Fan Yuxi Wang Jin Xie Zhaoxiang Zhang 21 57 0 12 Apr 2023
Associating Spatially-Consistent Grouping with Text-supervised Semantic Segmentation Yabo Zhang Zihao Wang Jun Hao Liew Jingjia Huang Manyu Zhu Jiashi Feng W. Zuo VLM 6 4 0 03 Apr 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
RSFNet: A White-Box Image Retouching Approach using Region-Specific Color Filters Wenqi Ouyang Yi Dong Xiaoyang Kang Peiran Ren Xin Xu Xuansong Xie 14 7 0 15 Mar 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 14 9 0 16 Feb 2023
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation Yash J. Patel Yusheng Xie Yi Zhu Srikar Appalaraju R. Manmatha 14 4 0 07 Feb 2023
Aerial Image Object Detection With Vision Transformer Detector (ViTDet) Liya Wang A. Tien 22 6 0 28 Jan 2023
Cut and Learn for Unsupervised Object Detection and Instance Segmentation Xudong Wang Rohit Girdhar Stella X. Yu Ishan Misra VLM 39 158 0 26 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
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
Improving Sample Quality of Diffusion Models Using Self-Attention Guidance Susung Hong Gyuseong Lee Wooseok Jang Seung Wook Kim DiffM 14 62 0 03 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 18 96 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
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 218 682 0 13 Oct 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
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
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 207 282 0 01 May 2018