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2006.05849
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Self-Supervised Relational Reasoning for Representation Learning
Neural Information Processing Systems (NeurIPS), 2020
10 June 2020
Massimiliano Patacchiola
Amos Storkey
OOD
SSL
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Papers citing
"Self-Supervised Relational Reasoning for Representation Learning"
36 / 36 papers shown
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Remove Symmetries to Control Model Expressivity and Improve Optimization
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MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning
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Kian Ahrabian
Kaixin Ma
Filip Ilievski
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21 Apr 2024
Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships
Neural Information Processing Systems (NeurIPS), 2023
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Goran Frehse
Zeynep Akata
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227
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Survey on Imbalanced Data, Representation Learning and SEP Forecasting
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Relational Contrastive Learning for Scene Text Recognition
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Jinglei Zhang
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292
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01 Aug 2023
LightPath: Lightweight and Scalable Path Representation Learning
Knowledge Discovery and Data Mining (KDD), 2023
Sean Bin Yang
Jilin Hu
Chenjuan Guo
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Christian S. Jensen
285
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19 Jul 2023
Class-Incremental Mixture of Gaussians for Deep Continual Learning
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Bartosz Krawczyk
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191
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From Patches to Objects: Exploiting Spatial Reasoning for Better Visual Representations
Toni Albert
Bjoern M. Eskofier
Dario Zanca
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187
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21 May 2023
Gated Self-supervised Learning For Improving Supervised Learning
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308
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0
14 Jan 2023
ASiT: Local-Global Audio Spectrogram vIsion Transformer for Event Classification
IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
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Muhammad Awais
Wenwu Wang
Mark D. Plumbley
J. Kittler
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239
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23 Nov 2022
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model
International Conference on Information Photonics (ICIP), 2022
Syed Muhammad Anwar
Abhijeet Parida
Sara Atito
Muhammad Awais
G. Nino
Josef Kitler
M. Linguraru
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254
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0
23 Nov 2022
Relational Proxies: Emergent Relationships as Fine-Grained Discriminators
Neural Information Processing Systems (NeurIPS), 2022
Abhra Chaudhuri
Goran Frehse
Zeynep Akata
Anjan Dutta
257
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0
05 Oct 2022
Tailoring Self-Supervision for Supervised Learning
European Conference on Computer Vision (ECCV), 2022
WonJun Moon
Ji-Hwan Kim
Jae-Pil Heo
SSL
180
13
0
20 Jul 2022
Semantic Novelty Detection via Relational Reasoning
European Conference on Computer Vision (ECCV), 2022
Francesco Cappio Borlino
S. Bucci
Tatiana Tommasi
340
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0
18 Jul 2022
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning
International Conference on Learning Representations (ICLR), 2022
Jinpei Guo
Biwei Huang
Dacheng Tao
236
21
0
09 Jun 2022
Contrasting quadratic assignments for set-based representation learning
European Conference on Computer Vision (ECCV), 2022
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Ivan Sosnovik
Volker Fischer
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SSL
389
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31 May 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides
A. Quiros
N. Coudray
A. Yeaton
Xinyu Yang
Bojing Liu
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A. Moreira
J. L. Quesne
A. Tsirigos
Ke-Fei Yuan
SSL
365
5
0
04 May 2022
A Review of Emerging Research Directions in Abstract Visual Reasoning
Information Fusion (Inf. Fusion), 2022
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Jacek Mańdziuk
368
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21 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices
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Mikolaj Malkiñski
Jacek Mańdziuk
535
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0
28 Jan 2022
Simple and Effective Balance of Contrastive Losses
Arnaud Sors
Rafael Sampaio de Rezende
Sarah Ibrahimi
J. Andreoli
SSL
394
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0
22 Dec 2021
Concept Representation Learning with Contrastive Self-Supervised Learning
Daniel T. Chang
SSL
231
4
0
10 Dec 2021
Interactive Disentanglement: Learning Concepts by Interacting with their Prototype Representations
Computer Vision and Pattern Recognition (CVPR), 2021
Wolfgang Stammer
Marius Memmel
P. Schramowski
Kristian Kersting
484
30
0
04 Dec 2021
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning
Sara Atito
Muhammad Awais
Ammarah Farooq
Zhenhua Feng
J. Kittler
183
17
0
30 Nov 2021
A self-training framework for glaucoma grading in OCT B-scans
Gabriel García
Adrián Colomer
R. Verdú
José Dolz
Valery Naranjo
166
1
0
23 Nov 2021
Learning Online Visual Invariances for Novel Objects via Supervised and Self-Supervised Training
Valerio Biscione
J. Bowers
361
13
0
04 Oct 2021
Leveraging Hidden Structure in Self-Supervised Learning
Emanuele Sansone
SSL
154
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0
30 Jun 2021
A Novel Self-Learning Framework for Bladder Cancer Grading Using Histopathological Images
Gabriel García
A. Esteve
Adrián Colomer
David Ramos
Valery Naranjo
243
17
0
25 Jun 2021
Large-scale Unsupervised Semantic Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Shangqi Gao
Zhong-Yu Li
Ming-Hsuan Yang
Mingg-Ming Cheng
Junwei Han
Juil Sock
UQCV
485
129
0
06 Jun 2021
Self-learning for weakly supervised Gleason grading of local patterns
IEEE journal of biomedical and health informatics (JBHI), 2021
Julio Silva-Rodríguez
Adrián Colomer
Jose Dolz
Valery Naranjo
155
36
0
21 May 2021
SiT: Self-supervised vIsion Transformer
Sara Atito Ali Ahmed
Muhammad Awais
J. Kittler
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457
161
0
08 Apr 2021
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting
Computer Vision and Pattern Recognition (CVPR), 2021
A. Bhunia
Pinaki Nath Chowdhury
Yongxin Yang
Timothy M. Hospedales
Tao Xiang
Yi-Zhe Song
SSL
311
68
0
25 Mar 2021
Multi-Label Contrastive Learning for Abstract Visual Reasoning
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Mikolaj Malkiñski
Jacek Mańdziuk
262
49
0
03 Dec 2020
Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning
Haoyi Fan
Fengbin Zhang
Yue Gao
AI4TS
229
20
0
27 Nov 2020
Hard Negative Mixing for Contrastive Learning
Neural Information Processing Systems (NeurIPS), 2020
Yannis Kalantidis
Mert Bulent Sariyildiz
Noé Pion
Philippe Weinzaepfel
Diane Larlus
SSL
749
743
0
02 Oct 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning
Bonifaz Stuhr
Jürgen Brauer
288
1
0
04 Sep 2020
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