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Emerging Properties in Self-Supervised Vision Transformers

29 April 2021

Papers citing "Emerging Properties in Self-Supervised Vision Transformers"

50 / 4,176 papers shown

Title
SAMCLR: Contrastive pre-training on complex scenes using SAM for view sampling Benjamin Missaoui Chongbin Yuan VLM 59 1 0 23 Oct 2023
Learning Generalizable Manipulation Policies with Object-Centric 3D Representations Yifeng Zhu Zhenyu Jiang Peter Stone Yuke Zhu 3DPC 99 49 0 22 Oct 2023
CLIP meets Model Zoo Experts: Pseudo-Supervision for Visual Enhancement Mohammadreza Salehi Mehrdad Farajtabar Maxwell Horton Fartash Faghri Hadi Pouransari Raviteja Vemulapalli Oncel Tuzel Ali Farhadi Mohammad Rastegari Sachin Mehta CLIP VLM 83 2 0 21 Oct 2023
Learning with Unmasked Tokens Drives Stronger Vision Learners Taekyung Kim Sanghyuk Chun Byeongho Heo Dongyoon Han SSL 100 2 0 20 Oct 2023
SILC: Improving Vision Language Pretraining with Self-Distillation Muhammad Ferjad Naeem Yongqin Xian Xiaohua Zhai Lukas Hoyer Luc Van Gool F. Tombari VLM 115 36 0 20 Oct 2023
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology Jeremy Lai Faruk Ahmed Supriya Vijay Tiam Jaroensri Jessica Loo ... Jonathan Krause Yun-Hui Liu Po-Hsuan Cameron Chen Ellery Wulczyn David F. Steiner 73 7 0 20 Oct 2023
Visual Grounding Helps Learn Word Meanings in Low-Data Regimes Chengxu Zhuang Evelina Fedorenko Jacob Andreas 76 12 0 20 Oct 2023
Particle Guidance: non-I.I.D. Diverse Sampling with Diffusion Models Gabriele Corso Yilun Xu Valentin De Bortoli Regina Barzilay Tommi Jaakkola DiffM 102 26 0 19 Oct 2023
Frozen Transformers in Language Models Are Effective Visual Encoder Layers Ziqi Pang Ziyang Xie Yunze Man Yu-Xiong Wang 148 27 0 19 Oct 2023
Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey Oriane Siméoni Éloi Zablocki Spyros Gidaris Gilles Puy Patrick Pérez 86 14 0 19 Oct 2023
Predicting Ovarian Cancer Treatment Response in Histopathology using Hierarchical Vision Transformers and Multiple Instance Learning Jack Breen Katie Allen K. Zucker Geoff Hall Nishant Ravikumar Nicolas M. Orsi 58 3 0 19 Oct 2023
Representation Learning via Consistent Assignment of Views over Random Partitions T. Silva Adín Ramirez Rivera SSL 126 3 0 19 Oct 2023
FUSC: Fetal Ultrasound Semantic Clustering of Second Trimester Scans Using Deep Self-supervised Learning Hussain Alasmawi Leanne Bricker Mohammad Yaqub 57 2 0 19 Oct 2023
PGA: Personalizing Grasping Agents with Single Human-Robot Interaction Junghyun Kim Gi-Cheon Kang Jaein Kim Seoyun Yang Minjoon Jung Byoung-Tak Zhang 78 0 0 19 Oct 2023
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models Zhaozheng Chen Qianru Sun VLM 138 9 0 19 Oct 2023
WeedCLR: Weed Contrastive Learning through Visual Representations with Class-Optimized Loss in Long-Tailed Datasets Alzayat Saleh A. Olsen Jake Wood B. Philippa M. R. Azghadi 89 0 0 19 Oct 2023
Improving Representation Learning for Histopathologic Images with Cluster Constraints Weiyi Wu Chongyang Gao Joseph DiPalma Soroush Vosoughi Saeed Hassanpour 79 3 0 18 Oct 2023
An Image is Worth Multiple Words: Discovering Object Level Concepts using Multi-Concept Prompt Learning Chen Jin Ryutaro Tanno Amrutha Saseendran Tom Diethe Philip Teare 48 3 0 18 Oct 2023
Context-Aware Meta-Learning Christopher Fifty Dennis Duan Ronald G. Junkins Ehsan Amid Jurij Leskovec Christopher Ré Sebastian Thrun LRM VLM MLLM 86 12 0 17 Oct 2023
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport Quentin Bouniot I. Redko Anton Mallasto Charlotte Laclau Karol Arndt Oliver Struckmeier Markus Heinonen Ville Kyrki Samuel Kaski 175 2 0 17 Oct 2023
Enhancing Plasticity for First Session Adaptation Continual Learning Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 116 3 0 17 Oct 2023
Interpreting and Controlling Vision Foundation Models via Text Explanations Haozhe Chen Junfeng Yang Carl Vondrick Chengzhi Mao 91 3 0 16 Oct 2023
An Empirical Study of Self-supervised Learning with Wasserstein Distance Makoto Yamada Yuki Takezawa Guillaume Houry Kira Michaela Dusterwald Deborah Sulem Han Zhao Yao-Hung Hubert Tsai 68 1 0 16 Oct 2023
SD-HuBERT: Sentence-Level Self-Distillation Induces Syllabic Organization in HuBERT Cheol Jun Cho Abdelrahman Mohamed Shang-Wen Li Alan W. Black Gopala K. Anumanchipalli 112 9 0 16 Oct 2023
Interactive Task Planning with Language Models Boyi Li Philipp Wu Pieter Abbeel Jitendra Malik LM&Ro 116 38 0 16 Oct 2023
Class-Specific Data Augmentation: Bridging the Imbalance in Multiclass Breast Cancer Classification Kanan Mahammadli Abdullah Burkan Bereketoglu A. Kabakcı 63 0 0 15 Oct 2023
ProteusNeRF: Fast Lightweight NeRF Editing using 3D-Aware Image Context Binglun Wang Niladri Shekhar Dutt Niloy J. Mitra 88 11 0 15 Oct 2023
Prototype-oriented Unsupervised Change Detection for Disaster Management Youngtack Oh Minseok Seo Do-Yun Kim Junghoon Seo 59 0 0 15 Oct 2023
Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video Shashanka Venkataramanan Mamshad Nayeem Rizve João Carreira Yuki M. Asano Yannis Avrithis SSL 70 20 0 12 Oct 2023
Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders Jan Dubiñski Stanislaw Pawlak Franziska Boenisch Tomasz Trzciñski Adam Dziedzic AAML 54 5 0 12 Oct 2023
SegLoc: Visual Self-supervised Learning Scheme for Dense Prediction Tasks of Security Inspection X-ray Images Shervin Halat Mohammad Rahmati Ehsan Nazerfard 141 0 0 12 Oct 2023
SingleInsert: Inserting New Concepts from a Single Image into Text-to-Image Models for Flexible Editing Zijie Wu Chaohui Yu Zhen Zhu Fan Wang Xiang Bai 82 12 0 12 Oct 2023
Self-supervised visual learning for analyzing firearms trafficking activities on the Web Sotirios Konstantakos Despina Ioanna Chalkiadaki Ioannis Mademlis Adamantia Anna Rebolledo Chrysochoou Georgios Th. Papadopoulos 60 5 0 12 Oct 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 127 8 0 11 Oct 2023
Does resistance to style-transfer equal Global Shape Bias? Measuring network sensitivity to global shape configuration Ziqi Wen Tianqin Li Zhi Jing Tai Sing Lee OOD 59 0 0 11 Oct 2023
ProtoHPE: Prototype-guided High-frequency Patch Enhancement for Visible-Infrared Person Re-identification Gui-Xu Zhang Yongfei Zhang Zichang Tan 74 11 0 11 Oct 2023
Heuristic Vision Pre-Training with Self-Supervised and Supervised Multi-Task Learning Zhiming Qian VLM SSL 56 0 0 11 Oct 2023
NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining Chenguo Lin Xumeng Wen Wei Cao Congrui Huang Jiang Bian Stephen Lin Zhirong Wu AI4TS 88 5 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 94 18 0 11 Oct 2023
Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality Liyuan Wang Jingyi Xie Xingxing Zhang Mingyi Huang Hang Su Jun Zhu CLL 97 93 0 11 Oct 2023
State of the Art on Diffusion Models for Visual Computing Ryan Po Wang Yifan Vladislav Golyanik Kfir Aberman Jonathan T. Barron ... Matthias Nießner Bjorn Ommer Christian Theobalt Peter Wonka Gordon Wetzstein 133 111 0 11 Oct 2023
Computational Pathology at Health System Scale -- Self-Supervised Foundation Models from Three Billion Images Gabriele Campanella Ricky Kwan Eugene Fluder Jennifer Zeng A. Stock ... Adam J. Schoenfeld Chad M. Vanderbilt P. Kovatch Carlos Cordon-Cardo Thomas J. Fuchs MedIm 128 27 0 10 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 87 29 0 10 Oct 2023
A General Protocol to Probe Large Vision Models for 3D Physical Understanding Guanqi Zhan Chuanxia Zheng Weidi Xie Andrew Zisserman DiffM 90 15 0 10 Oct 2023
Uni3D: Exploring Unified 3D Representation at Scale Junsheng Zhou Jinsheng Wang Baorui Ma Yu-Shen Liu Tiejun Huang Xinlong Wang 116 98 0 10 Oct 2023
Latent Diffusion Counterfactual Explanations Karim Farid Simon Schrodi Max Argus Thomas Brox DiffM 99 14 0 10 Oct 2023
Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features Xiaochen Ma Jizhe Zhou Xiong Xu Zhuohang Jiang Chi-Man Pun 67 0 0 10 Oct 2023
AttributionLab: Faithfulness of Feature Attribution Under Controllable Environments Yang Zhang Yawei Li Hannah Brown Mina Rezaei Bernd Bischl Philip Torr Ashkan Khakzar Kenji Kawaguchi OOD 81 2 0 10 Oct 2023
DiPS: Discriminative Pseudo-Label Sampling with Self-Supervised Transformers for Weakly Supervised Object Localization Shakeeb Murtaza Soufiane Belharbi M. Pedersoli Aydin Sarraf Eric Granger WSOL 123 9 0 09 Oct 2023
Adaptive Multi-head Contrastive Learning Lei Wang Piotr Koniusz Tom Gedeon Liang Zheng 111 5 0 09 Oct 2023