Self-Supervised Visual Representation Learning from Hierarchical Grouping

5 December 2020

Papers citing "Self-Supervised Visual Representation Learning from Hierarchical Grouping"

50 / 54 papers shown

Title
Compositional Entailment Learning for Hyperbolic Vision-Language Models Avik Pal Max van Spengler Guido Maria DÁmely di Melendugno Alessandro Flaborea Fabio Galasso Pascal Mettes CoGe 91 10 0 09 Oct 2024
Improving Object Detection via Local-global Contrastive Learning Danai Triantafyllidou Sarah Parisot A. Leonardis Jingyu Sun 92 2 0 07 Oct 2024
Embed and Emulate: Contrastive representations for simulation-based inference Ruoxi Jiang Peter Y. Lu Rebecca Willett 63 1 0 27 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 96 0 0 15 Jul 2024
ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing Segmentation With Segment Anything Model Song Zhang Qingzhong Wang Junyi Liu Haoyi Xiong 98 1 0 16 Jun 2024
LaneCorrect: Self-supervised Lane Detection Ming-Jun Nie Xinyue Cai Han Xu Li Zhang SSL 120 4 0 23 Apr 2024
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Chanyoung Kim Woojung Han Dayun Ju Seong Jae Hwang 79 14 0 03 Mar 2024
A Phase Transition in Diffusion Models Reveals the Hierarchical Nature of Data Antonio Sclocchi Alessandro Favero Matthieu Wyart DiffM 112 37 0 26 Feb 2024
A Lightweight Clustering Framework for Unsupervised Semantic Segmentation Yau Shing Jonathan Cheung Xi Chen Lihe Yang Hengshuang Zhao 56 1 0 30 Nov 2023
Structural Adversarial Objectives for Self-Supervised Representation Learning Xiao Zhang Michael Maire 102 1 0 30 Sep 2023
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation Xin Yuan Michael Maire DiffM 69 2 0 27 Sep 2023
Optical Flow boosts Unsupervised Localization and Segmentation Xinyu Zhang Abdeslam Boularias 100 5 0 25 Jul 2023
R-MAE: Regions Meet Masked Autoencoders Duy-Kien Nguyen Vaibhav Aggarwal Yanghao Li Martin R. Oswald Alexander Kirillov Cees G. M. Snoek Xinlei Chen TPM 104 11 0 08 Jun 2023
Evaluating The Robustness of Self-Supervised Representations to Background/Foreground Removal Xavier F. Cadet Ranya Aloufi A. Miranville S. Ahmadi-Abhari Hamed Haddadi 75 0 0 02 Jun 2023
Training neural operators to preserve invariant measures of chaotic attractors Ruoxi Jiang Peter Y. Lu Elena Orlova Rebecca Willett AI4TS 104 26 0 01 Jun 2023
CLIP-S $^4$ : Language-Guided Self-Supervised Semantic Segmentation Wenbin He Suphanut Jamonnak Liangke Gou Liu Ren VLM 112 32 0 01 May 2023
Zero-shot Unsupervised Transfer Instance Segmentation Gyungin Shin Samuel Albanie Weidi Xie ISeg VLM 138 5 0 27 Apr 2023
Learning Neural Eigenfunctions for Unsupervised Semantic Segmentation Zhijie Deng Yucen Luo 67 6 0 06 Apr 2023
Open-world Instance Segmentation: Top-down Learning with Bottom-up Supervision Tarun Kalluri Weiyao Wang Heng Wang Manmohan Chandraker Lorenzo Torresani Du Tran 78 7 0 09 Mar 2023
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation Liang Zeng A. Lengyel Nergis Tomen Jan van Gemert AI4TS 59 0 0 25 Nov 2022
Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification Ruoxi Jiang Rebecca Willett 61 7 0 03 Nov 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 103 38 0 12 Oct 2022
Learning Hierarchical Image Segmentation For Recognition and By Recognition Tsung-Wei Ke Sangwoo Mo Stella X. Yu VLM 136 11 0 01 Oct 2022
Learning Dense Visual Descriptors using Image Augmentations for Robot Manipulation Tasks Christian Graf David B. Adrian Joshua Weil Miroslav Gabriel Philipp Schillinger Markus Spies Heiko Neumann A. Kupcsik SSL 59 6 0 12 Sep 2022
Probing Visual-Audio Representation for Video Highlight Detection via Hard-Pairs Guided Contrastive Learning Shuaicheng Li Feng Zhang Kunlin Yang Lin-Na Liu Shinan Liu Jun Hou Shuai Yi 98 9 0 21 Jun 2022
ReCo: Retrieve and Co-segment for Zero-shot Transfer Gyungin Shin Weidi Xie Samuel Albanie VLM 123 92 0 14 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 104 55 0 13 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations Ying-Long Bai Erkun Yang Zhaoqing Wang Yuxuan Du Bo Han Cheng Deng Dadong Wang Tongliang Liu SSL 85 3 0 04 Jun 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 217 74 0 30 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 122 168 0 16 May 2022
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural Networks Yaoru Luo Guo-Shuai Liu Yuanhao Guo Ge Yang NoLa 64 1 0 30 Apr 2022
Self-Supervised Learning of Object Parts for Semantic Segmentation A. Ziegler Yuki M. Asano SSL OCL 110 103 0 27 Apr 2022
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers Tsung-Wei Ke Jyh-Jing Hwang Yunhui Guo Xudong Wang Stella X. Yu 87 48 0 25 Apr 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation Feihu Zhang V. Koltun Philip Torr René Ranftl Stephan R. Richter 62 6 0 18 Apr 2022
Open-World Instance Segmentation: Exploiting Pseudo Ground Truth From Learned Pairwise Affinity Weiyao Wang Matt Feiszli Heng Wang Jitendra Malik Du Tran ISeg 68 50 0 12 Apr 2022
Self-supervised Semantic Segmentation Grounded in Visual Concepts Wenbin He William C. Surmeier A. Shekar Liangke Gou Liu Ren SSL 67 7 0 25 Mar 2022
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation Antonín Vobecký David Hurych Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Josef Sivic 3DPC 80 21 0 21 Mar 2022
CYBORGS: Contrastively Bootstrapping Object Representations by Grounding in Segmentation Renhao Wang Hang Zhao Yang Gao SSL 60 1 0 17 Mar 2022
UniVIP: A Unified Framework for Self-Supervised Visual Pre-training Zhaowen Li Yousong Zhu Fan Yang Wei Li Chaoyang Zhao ... Jiahao Xie Liwei Wu Rui Zhao Ming Tang Jinqiao Wang 81 37 0 14 Mar 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 82 51 0 09 Feb 2022
Linear Variational State-Space Filtering Daniel Pfrommer Nikolai Matni 53 1 0 04 Jan 2022
Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation Sung-Hoon Yoon H. Kweon Jaeseok Jeong Hyeonseong Kim Shinjeong Kim Kuk-Jin Yoon 56 7 0 10 Dec 2021
Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision Liangzhe Yuan Rui Qian Huayu Chen Boqing Gong Florian Schroff Ming-Hsuan Yang Hartwig Adam Ting Liu AI4TS 105 16 0 09 Dec 2021
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment Robin Karlsson Tomoki Hayashi Keisuke Fujii Alexander Carballo Kento Ohtani K. Takeda SSL 60 4 0 24 Nov 2021
Topological Regularization for Dense Prediction Deqing Fu Bradley J. Nelson MDE 38 0 0 22 Nov 2021
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction Yucheng Zhao Guangting Wang Chong Luo Wenjun Zeng Zhengjun Zha ISeg SSL 89 46 0 18 Aug 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 139 66 0 10 Jun 2021
MST: Masked Self-Supervised Transformer for Visual Representation Zhaowen Li Zhiyang Chen Fan Yang Wei Li Yousong Zhu ... Rui Deng Liwei Wu Rui Zhao Ming Tang Jinqiao Wang ViT 89 168 0 10 Jun 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 138 101 0 17 May 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu Liu Jiaya Jia SSL VLM 85 55 0 01 Apr 2021