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Bootstrap your own latent: A new approach to self-supervised Learning

Bootstrap your own latent: A new approach to self-supervised Learning

13 June 2020
Jean-Bastien Grill
Florian Strub
Florent Altché
Corentin Tallec
Pierre Harvey Richemond
Elena Buchatskaya
Carl Doersch
Bernardo Avila-Pires
Z. Guo
M. G. Azar
Bilal Piot
Koray Kavukcuoglu
Rémi Munos
Michal Valko
    SSL
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Papers citing "Bootstrap your own latent: A new approach to self-supervised Learning"

50 / 3,817 papers shown
Title
AnomalyNCD: Towards Novel Anomaly Class Discovery in Industrial Scenarios
AnomalyNCD: Towards Novel Anomaly Class Discovery in Industrial Scenarios
Ziming Huang
Xurui Li
Haotian Liu
Feng Xue
Yuzhe Wang
Yu Zhou
32
0
0
18 Oct 2024
On Partial Prototype Collapse in the DINO Family of Self-Supervised
  Methods
On Partial Prototype Collapse in the DINO Family of Self-Supervised Methods
Hariprasath Govindarajan
Per Sidén
Jacob Roll
Fredrik Lindsten
24
2
0
17 Oct 2024
Normalizing self-supervised learning for provably reliable Change Point
  Detection
Normalizing self-supervised learning for provably reliable Change Point Detection
Alexandra Bazarova
Evgenia Romanenkova
Alexey Zaytsev
17
1
0
17 Oct 2024
Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series
Ching Chang
Chiao-Tung Chan
Wei-Yao Wang
Wen-Chih Peng
Tien-Fu Chen
AI4TS
22
0
0
16 Oct 2024
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified
  Perspective
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified Perspective
Yongxin Zhu
B. Li
Hang Zhang
Xin Li
Linli Xu
Lidong Bing
DiffM
35
9
0
16 Oct 2024
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning
Hongduan Tian
Feng Liu
Zhanke Zhou
Tongliang Liu
Chengqi Zhang
Bo Han
VLM
37
1
0
16 Oct 2024
Feature Augmentation for Self-supervised Contrastive Learning: A Closer
  Look
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look
Yong Zhang
Rui Zhu
Shifeng Zhang
Xu Zhou
Shifeng Chen
Xiaofan Chen
SSL
38
0
0
16 Oct 2024
SOE: SO(3)-Equivariant 3D MRI Encoding
SOE: SO(3)-Equivariant 3D MRI Encoding
Shizhe He
Magdalini Paschali
J. Ouyang
Adnan Masood
Akshay S. Chaudhari
Ehsan Adeli
26
1
0
15 Oct 2024
Latent-Predictive Empowerment: Measuring Empowerment without a Simulator
Latent-Predictive Empowerment: Measuring Empowerment without a Simulator
Andrew Levy
A. Allievi
George Konidaris
68
0
0
15 Oct 2024
JOOCI: a Framework for Learning Comprehensive Speech Representations
JOOCI: a Framework for Learning Comprehensive Speech Representations
Hemant Yadav
R. Shah
Sunayana Sitaram
23
0
0
14 Oct 2024
A Benchmark Suite for Evaluating Neural Mutual Information Estimators on
  Unstructured Datasets
A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets
Kyungeun Lee
Wonjong Rhee
24
3
0
14 Oct 2024
V2M: Visual 2-Dimensional Mamba for Image Representation Learning
V2M: Visual 2-Dimensional Mamba for Image Representation Learning
Chengkun Wang
Wenzhao Zheng
Yuanhui Huang
Jie Zhou
Jiwen Lu
Mamba
22
0
0
14 Oct 2024
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without
  Positive Samples
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples
Yuntao Shou
Xiangyong Cao
Deyu Meng
33
9
0
14 Oct 2024
GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs
GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs
Yun Zhu
Haizhou Shi
Xiaotang Wang
Yongchao Liu
Yaoke Wang
Boci Peng
Chuntao Hong
Siliang Tang
VLM
43
6
0
14 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors
Linshan Wu
Jiaxin Zhuang
Hao Chen
39
5
0
13 Oct 2024
SynFER: Towards Boosting Facial Expression Recognition with Synthetic
  Data
SynFER: Towards Boosting Facial Expression Recognition with Synthetic Data
Xilin He
Cheng Luo
Xiaole Xian
Bing Li
Siyang Song
Muhammad Haris Khan
Weicheng Xie
L. Shen
Zongyuan Ge
36
4
0
13 Oct 2024
Learning General Representation of 12-Lead Electrocardiogram with a
  Joint-Embedding Predictive Architecture
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive Architecture
Sehun Kim
25
1
0
11 Oct 2024
SmartPretrain: Model-Agnostic and Dataset-Agnostic Representation Learning for Motion Prediction
SmartPretrain: Model-Agnostic and Dataset-Agnostic Representation Learning for Motion Prediction
Yang Zhou
Hao Shao
Letian Wang
Steven L. Waslander
Hongsheng Li
Yu Liu
32
2
0
11 Oct 2024
MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL
MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL
C. Voelcker
Marcel Hussing
Eric Eaton
Amir-massoud Farahmand
Igor Gilitschenski
39
1
0
11 Oct 2024
Transducer Consistency Regularization for Speech to Text Applications
Transducer Consistency Regularization for Speech to Text Applications
Cindy Tseng
Yun Tang
Vijendra Raj Apsingekar
30
0
0
09 Oct 2024
Self-Supervised Learning for Real-World Object Detection: a Survey
Self-Supervised Learning for Real-World Object Detection: a Survey
Alina Ciocarlan
Sidonie Lefebvre
S. L. Hégarat-Mascle
Arnaud Woiselle
ObjD
34
0
0
09 Oct 2024
Pair-VPR: Place-Aware Pre-training and Contrastive Pair Classification for Visual Place Recognition with Vision Transformers
Pair-VPR: Place-Aware Pre-training and Contrastive Pair Classification for Visual Place Recognition with Vision Transformers
Stephen Hausler
Peyman Moghadam
SSL
ViT
29
2
0
09 Oct 2024
Sylber: Syllabic Embedding Representation of Speech from Raw Audio
Sylber: Syllabic Embedding Representation of Speech from Raw Audio
Cheol Jun Cho
Nicholas Lee
Akshat Gupta
Dhruv Agarwal
Ethan Chen
Alan W Black
Gopala K. Anumanchipalli
32
0
0
09 Oct 2024
Evaluating Performance and Bias of Negative Sampling in Large-Scale
  Sequential Recommendation Models
Evaluating Performance and Bias of Negative Sampling in Large-Scale Sequential Recommendation Models
Arushi Prakash
Dimitrios Bermperidis
Srivas Chennu
19
0
0
08 Oct 2024
SimO Loss: Anchor-Free Contrastive Loss for Fine-Grained Supervised
  Contrastive Learning
SimO Loss: Anchor-Free Contrastive Loss for Fine-Grained Supervised Contrastive Learning
Taha Bouhsine
Imad El Aaroussi
Atik Faysal
Wang Huaxia
29
1
0
07 Oct 2024
MARs: Multi-view Attention Regularizations for Patch-based Feature
  Recognition of Space Terrain
MARs: Multi-view Attention Regularizations for Patch-based Feature Recognition of Space Terrain
Timothy Chase Jr
Karthik Dantu
30
0
0
07 Oct 2024
Improving Object Detection via Local-global Contrastive Learning
Improving Object Detection via Local-global Contrastive Learning
Danai Triantafyllidou
Sarah Parisot
A. Leonardis
Steven G. McDonagh
31
0
0
07 Oct 2024
PhotoReg: Photometrically Registering 3D Gaussian Splatting Models
PhotoReg: Photometrically Registering 3D Gaussian Splatting Models
Ziwen Yuan
Tianyi Zhang
Matthew Johnson-Roberson
Weiming Zhi
3DGS
24
2
0
07 Oct 2024
Next state prediction gives rise to entangled, yet compositional
  representations of objects
Next state prediction gives rise to entangled, yet compositional representations of objects
Tankred Saanum
Luca M. Schulze Buschoff
Peter Dayan
Eric Schulz
OCL
CoGe
OOD
30
1
0
07 Oct 2024
Improving Image Clustering with Artifacts Attenuation via Inference-Time
  Attention Engineering
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
Kazumoto Nakamura
Yuji Nozawa
Yu-Chieh Lin
K. Nakata
Youyang Ng
ViT
35
1
0
07 Oct 2024
Self-Supervised Anomaly Detection in the Wild: Favor Joint Embeddings
  Methods
Self-Supervised Anomaly Detection in the Wild: Favor Joint Embeddings Methods
Daniel Otero
Rafael Mateus
Randall Balestriero
28
0
0
05 Oct 2024
Self-Supervised Keypoint Detection with Distilled Depth Keypoint
  Representation
Self-Supervised Keypoint Detection with Distilled Depth Keypoint Representation
Aman Anand
Elyas Rashno
Amir Eskandari
F. Zulkernine
24
0
0
04 Oct 2024
Predictive Attractor Models
Predictive Attractor Models
R. Mounir
Sudeep Sarkar
26
0
0
03 Oct 2024
BiSSL: A Bilevel Optimization Framework for Enhancing the Alignment Between Self-Supervised Pre-Training and Downstream Fine-Tuning
BiSSL: A Bilevel Optimization Framework for Enhancing the Alignment Between Self-Supervised Pre-Training and Downstream Fine-Tuning
Gustav Wagner Zakarias
Lars Kai Hansen
Z. Tan
27
0
0
03 Oct 2024
MONICA: Benchmarking on Long-tailed Medical Image Classification
MONICA: Benchmarking on Long-tailed Medical Image Classification
Lie Ju
Siyuan Yan
Yukun Zhou
Yang Nan
Xiaodan Xing
Peibo Duan
Zongyuan Ge
52
0
0
02 Oct 2024
Decorrelation-based Self-Supervised Visual Representation Learning for
  Writer Identification
Decorrelation-based Self-Supervised Visual Representation Learning for Writer Identification
Arkadip Maitra
Shree Mitra
Siladittya Manna
Saumik Bhattacharya
Umapada Pal
SSL
25
0
0
02 Oct 2024
Denoising with a Joint-Embedding Predictive Architecture
Denoising with a Joint-Embedding Predictive Architecture
Dengsheng Chen
Jie Hu
Xiaoming Wei
Enhua Wu
DiffM
52
2
0
02 Oct 2024
Contrastive Abstraction for Reinforcement Learning
Contrastive Abstraction for Reinforcement Learning
Vihang Patil
M. Hofmarcher
Elisabeth Rumetshofer
Sepp Hochreiter
OffRL
SSL
24
2
0
01 Oct 2024
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for
  T1-weighted Brain MRI
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI
Jonghun Kim
Mansu Kim
Hyunjin Park
MedIm
ViT
16
0
0
01 Oct 2024
Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained
  Transformers
Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained Transformers
Lirui Wang
Xinlei Chen
Jialiang Zhao
Kaiming He
34
33
0
30 Sep 2024
Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels
Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels
Heeseong Shin
Chaehyun Kim
Sunghwan Hong
Seokju Cho
Anurag Arnab
Paul Hongsuck Seo
Seungryong Kim
VLM
34
1
0
30 Sep 2024
Towards Effective Utilization of Mixed-Quality Demonstrations in Robotic Manipulation via Segment-Level Selection and Optimization
Towards Effective Utilization of Mixed-Quality Demonstrations in Robotic Manipulation via Segment-Level Selection and Optimization
Jingjing Chen
Hongjie Fang
Hao-Shu Fang
Cewu Lu
34
2
0
30 Sep 2024
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid
  Robust and Fair Featuring in Face Analysis
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis
Shukesh Reddy
Nishit Poddar
Srijan Das
Abhijit Das
CVBM
30
0
0
29 Sep 2024
Localizing Memorization in SSL Vision Encoders
Localizing Memorization in SSL Vision Encoders
Wenhao Wang
Adam Dziedzic
Michael Backes
Franziska Boenisch
32
2
0
27 Sep 2024
Cross-video Identity Correlating for Person Re-identification
  Pre-training
Cross-video Identity Correlating for Person Re-identification Pre-training
Jialong Zuo
Ying Nie
Hanyu Zhou
Huaxin Zhang
Haoyu Wang
Tianyu Guo
Nong Sang
Changxin Gao
31
2
0
27 Sep 2024
Embed and Emulate: Contrastive representations for simulation-based
  inference
Embed and Emulate: Contrastive representations for simulation-based inference
Ruoxi Jiang
Peter Y. Lu
Rebecca Willett
29
0
0
27 Sep 2024
DMC-VB: A Benchmark for Representation Learning for Control with Visual
  Distractors
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors
Joseph Ortiz
Antoine Dedieu
Wolfgang Lehrach
Swaroop Guntupalli
Carter Wendelken
Ahmad Humayun
Guangyao Zhou
Sivaramakrishnan Swaminathan
Miguel Lázaro-Gredilla
Kevin P. Murphy
OffRL
44
1
0
26 Sep 2024
Bridging OOD Detection and Generalization: A Graph-Theoretic View
Bridging OOD Detection and Generalization: A Graph-Theoretic View
Han Wang
Yixuan Li
CML
31
0
0
26 Sep 2024
Self-supervised Preference Optimization: Enhance Your Language Model
  with Preference Degree Awareness
Self-supervised Preference Optimization: Enhance Your Language Model with Preference Degree Awareness
Jian Li
Haojing Huang
Yujia Zhang
Pengfei Xu
Xi Chen
Rui Song
Lida Shi
Jingwen Wang
Hao Xu
26
0
0
26 Sep 2024
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
Yuexi Du
John Onofrey
Nicha Dvornek
VLM
45
1
0
26 Sep 2024
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