How Well Does Self-Supervised Pre-Training Perform with Streaming Data?

How Well Does Self-Supervised Pre-Training Perform with Streaming Data?

25 April 2021

Lanqing Hong

Papers citing "How Well Does Self-Supervised Pre-Training Perform with Streaming Data?"

9 / 9 papers shown

Title
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 177 0 0 21 Jan 2025
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Guohao Li Philip H. S. Torr Adel Bibi Mohamed Elhoseiny CLL 45 5 0 19 Apr 2024
Are Labels Needed for Incremental Instance Learning? Mert Kilickaya Joaquin Vanschoren CLL SSL 37 1 0 26 Jan 2023
Boosting Cross-Domain Speech Recognition with Self-Supervision Hanjing Zhu Gaofeng Cheng Jindong Wang Wenxin Hou Pengyuan Zhang Yonghong Yan 19 13 0 20 Jun 2022
General Incremental Learning with Domain-aware Categorical Representations Jiangwei Xie Shipeng Yan Xuming He OOD CLL 16 38 0 08 Apr 2022
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 181 687 0 22 Apr 2021
Unleashing the Power of Contrastive Self-Supervised Visual Models via Contrast-Regularized Fine-Tuning Yifan Zhang Bryan Hooi Dapeng Hu Jian Liang Jiashi Feng 76 64 0 12 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,375 0 09 Mar 2020
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 287 2,890 0 15 Sep 2016