Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

50 / 2,305 papers shown

Title
Investigating Self-Supervised Methods for Label-Efficient Learning S. Nandam Sara Atito Zhenhua Feng Josef Kittler Muhammad Awais VLM 47 1 0 25 Jun 2024
The Hidden Pitfalls of the Cosine Similarity Loss Andrew Draganov Sharvaree P. Vadgama Erik J. Bekkers SSL 31 1 0 24 Jun 2024
Exploring Test-Time Adaptation for Object Detection in Continually Changing Environments Shilei Cao Yan Liu Juepeng Zheng Weijia Li Runmin Dong Haohuan Fu TTA OOD 59 1 0 24 Jun 2024
A Simple Framework for Open-Vocabulary Zero-Shot Segmentation Thomas Stegmüller Tim Lebailly Nikola Dukic Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran VLM 39 1 0 23 Jun 2024
Consistency Models Made Easy Zhengyang Geng Ashwini Pokle William Luo Justin Lin J. Zico Kolter 43 27 0 20 Jun 2024
Similarity-aware Syncretic Latent Diffusion Model for Medical Image Translation with Representation Learning Tingyi Lin Pengju Lyu Jie Zhang Yuqing Wang Cheng Wang Jianjun Zhu MedIm 56 2 0 20 Jun 2024
Mixing Natural and Synthetic Images for Robust Self-Supervised Representations Reza Akbarian Bafghi Nidhin Harilal C. Monteleoni M. Raissi DiffM 41 0 0 18 Jun 2024
COT Flow: Learning Optimal-Transport Image Sampling and Editing by Contrastive Pairs Xinrui Zu Qian Tao OT DiffM 38 0 0 17 Jun 2024
Lightweight Model Pre-training via Language Guided Knowledge Distillation Mingsheng Li Lin Zhang Mingzhen Zhu Zilong Huang Gang Yu Jiayuan Fan Tao Chen 41 1 0 17 Jun 2024
Words in Motion: Extracting Interpretable Control Vectors for Motion Transformers Omer Sahin Tas Royden Wagner 56 1 0 17 Jun 2024
On the Effectiveness of Supervision in Asymmetric Non-Contrastive Learning Jeongheon Oh Kibok Lee SSL 37 1 0 16 Jun 2024
Occam's Razor for Self Supervised Learning: What is Sufficient to Learn Good Representations? Mark Ibrahim David Klindt Randall Balestriero SSL 56 2 1 15 Jun 2024
SemanticMIM: Marring Masked Image Modeling with Semantics Compression for General Visual Representation Yike Yuan Huanzhang Dou Fengjun Guo Xi Li 36 2 0 15 Jun 2024
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation Pengfei Gu Yejia Zhang Huimin Li Chaoli Wang Danny Chen MedIm 66 1 0 15 Jun 2024
TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data Ziyang Zhang Hejie Cui Ran Xu Yuzhang Xie Joyce C. Ho Carl Yang CML 37 2 0 14 Jun 2024
Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations Rylan Schaeffer Victor Lecomte Dhruv Pai Andres Carranza Berivan Isik ... Yann LeCun SueYeon Chung Andrey Gromov Ravid Shwartz-Ziv Sanmi Koyejo 49 6 0 13 Jun 2024
LASER: Learning by Aligning Self-supervised Representations of Speech for Improving Content-related Tasks Amit Meghanani Thomas Hain 44 1 0 13 Jun 2024
Few-Shot Anomaly Detection via Category-Agnostic Registration Learning Chaoqin Huang Haoyan Guan Aofan Jiang Yanfeng Wang Michael W. Spratling Xinchao Wang Ya Zhang 59 0 0 13 Jun 2024
Real3D: Scaling Up Large Reconstruction Models with Real-World Images Hanwen Jiang Qixing Huang Georgios Pavlakos OffRL 43 11 0 12 Jun 2024
$A$^{2}$-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder$ A $^{2}$ -MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder Lixian Zhang Yi Zhao Runmin Dong Jinxiao Zhang Shuai Yuan ... Weijia Li Wei Liu Wayne Zhang Xue Jiang Haohuan Fu 46 4 0 12 Jun 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
A deep cut into Split Federated Self-supervised Learning Marcin Przewiȩźlikowski Marcin Osial Bartosz Zieliñski Marek 'Smieja FedML 40 0 0 12 Jun 2024
Training Dynamics of Nonlinear Contrastive Learning Model in the High Dimensional Limit Lineghuan Meng Chuang Wang 28 1 0 11 Jun 2024
UVIS: Unsupervised Video Instance Segmentation Shuaiyi Huang Saksham Suri Kamal Gupta Sai Saketh Rambhatla Ser-Nam Lim Abhinav Shrivastava VLM 39 3 0 11 Jun 2024
Genomics-guided Representation Learning for Pathologic Pan-cancer Tumor Microenvironment Subtype Prediction Fangliangzi Meng Hongrun Zhang Ruodan Yan Guohui Chuai Chao Li Qi Liu MedIm 43 2 0 10 Jun 2024
UnSupDLA: Towards Unsupervised Document Layout Analysis Talha Uddin Sheikh Tahira Shehzadi K. Hashmi Didier Stricker Muhammad Zeshan Afzal 34 2 0 10 Jun 2024
Adapting Pretrained ViTs with Convolution Injector for Visuo-Motor Control Dongyoon Hwang ByungKun Lee Hojoon Lee Hyunseung Kim Jaegul Choo 53 0 0 10 Jun 2024
Investigating Pre-Training Objectives for Generalization in Vision-Based Reinforcement Learning Donghu Kim Hojoon Lee Kyungmin Lee Dongyoon Hwang Jaegul Choo OffRL 35 1 0 10 Jun 2024
Self-supervised Adversarial Training of Monocular Depth Estimation against Physical-World Attacks Zhiyuan Cheng Cheng Han James Liang Qifan Wang Xiangyu Zhang Dongfang Liu AAML 40 4 0 09 Jun 2024
ProFeAT: Projected Feature Adversarial Training for Self-Supervised Learning of Robust Representations Sravanti Addepalli Priyam Dey R. Venkatesh Babu 47 0 0 09 Jun 2024
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language Models Minho Park S. Park Jooyeol Yun Jaegul Choo VLM 40 0 0 08 Jun 2024
Alignment Calibration: Machine Unlearning for Contrastive Learning under Auditing Yihan Wang Yiwei Lu Guojun Zhang Franziska Boenisch Adam Dziedzic Yaoliang Yu Xiao-Shan Gao MU 29 1 0 05 Jun 2024
An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoders Scott C. Lowe Joakim Bruslund Haurum Sageev Oore T. Moeslund Graham W. Taylor SSL 48 3 0 04 Jun 2024
A Unifying Framework for Action-Conditional Self-Predictive Reinforcement Learning Khimya Khetarpal Z. Guo Bernardo Avila-Pires Yunhao Tang Clare Lyle Mark Rowland N. Heess Diana Borsa A. Guez Will Dabney 40 2 0 04 Jun 2024
Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification M. A. Ma'sum Mahardhika Pratama Ramasamy Savitha Lin Liu Habibullah Habibullah Ryszard Kowalczyk CLL 49 2 0 04 Jun 2024
Cross-Dimensional Medical Self-Supervised Representation Learning Based on a Pseudo-3D Transformation Fei Gao Siwen Wang Fandong Zhang Hong-Yu Zhou Yizhou Wang Chu-ran Wang Gang Yu Yizhou Yu 27 0 0 03 Jun 2024
Whole Heart 3D+T Representation Learning Through Sparse 2D Cardiac MR Images Yundi Zhang Chen Chen Suprosanna Shit Sophie Starck Daniel Rueckert Jiazhen Pan 43 2 0 01 Jun 2024
Contrastive Learning Via Equivariant Representation Sifan Song Jinfeng Wang Qiaochu Zhao Xiang Li Dufan Wu Angelos Stefanidis Jionglong Su S. Kevin Zhou Quanzheng Li 33 1 0 01 Jun 2024
Cross-Training with Multi-View Knowledge Fusion for Heterogenous Federated Learning Zhuang Qi Lei Meng Weihao He Ruohan Zhang Yu Wang Xin Qi Xiangxu Meng FedML 37 4 0 30 May 2024
Enhancing Large Vision Language Models with Self-Training on Image Comprehension Yihe Deng Pan Lu Fan Yin Ziniu Hu Sheng Shen James Zou Kai-Wei Chang Wei Wang SyDa VLM LRM 44 37 0 30 May 2024
Relation Modeling and Distillation for Learning with Noisy Labels Xiaming Chen Junlin Zhang Zhuang Qi Xin Qi NoLa 32 0 0 30 May 2024
Topological Perspectives on Optimal Multimodal Embedding Spaces Abdul Aziz Abdul Rahim BDL 45 0 0 29 May 2024
EventZoom: A Progressive Approach to Event-Based Data Augmentation for Enhanced Neuromorphic Vision Yiting Dong Xiang He Guobin Shen Dongcheng Zhao Yang Li Yi Zeng 43 0 0 29 May 2024
When and How Does In-Distribution Label Help Out-of-Distribution Detection? Xuefeng Du Yiyou Sun Yixuan Li 37 7 0 28 May 2024
Views Can Be Deceiving: Improved SSL Through Feature Space Augmentation Kimia Hamidieh Haoran Zhang Swami Sankaranarayanan Marzyeh Ghassemi 52 0 0 28 May 2024
Self-Supervised Learning Based Handwriting Verification Mihir Chauhan Mohammad Abuzar Shaikh Abhishek Satbhai Mir Basheer Ali B. Ramamurthy Mingchen Gao Siwei Lyu Sargur Srihari 24 2 0 28 May 2024
SSLChange: A Self-supervised Change Detection Framework Based on Domain Adaptation Yitao Zhao Turgay Celik Nanqing Liu Feng Gao Heng-Chao Li 35 4 0 28 May 2024
In-Context Symmetries: Self-Supervised Learning through Contextual World Models Sharut Gupta Chenyu Wang Yifei Wang Tommi Jaakkola Stefanie Jegelka 40 1 0 28 May 2024
DMT-JEPA: Discriminative Masked Targets for Joint-Embedding Predictive Architecture Shentong Mo Sukmin Yun 45 3 0 28 May 2024
Survival of the Fittest Representation: A Case Study with Modular Addition Xiaoman Delores Ding Zifan Carl Guo Eric J. Michaud Ziming Liu Max Tegmark 48 3 0 27 May 2024