Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods

27 March 2019

Guo-Jun Qi

Papers citing "Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods"

20 / 20 papers shown

Title
Kolmogorov-Arnold Networks in Low-Data Regimes: A Comparative Study with Multilayer Perceptrons Farhad Pourkamali-Anaraki 35 5 0 16 Sep 2024
A Systematic Review of Available Datasets in Additive Manufacturing Xiao Liu Alessandra Mileo Alan F. Smeaton AI4CE 11 0 0 27 Jan 2024
Rethinking the Evaluating Framework for Natural Language Understanding in AI Systems: Language Acquisition as a Core for Future Metrics Patricio Vera Pedro Moya Lisa Barraza ELM 18 1 0 21 Sep 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds Aoran Xiao Xiaoqin Zhang Ling Shao Shijian Lu 3DPC 38 18 0 31 May 2023
Regularising disparity estimation via multi task learning with structured light reconstruction Alistair Weld João Cartucho Chi Xu Joseph Davids Stamatia Giannarou 3DV 21 4 0 19 Jan 2023
Emotion Selectable End-to-End Text-based Speech Editing Tao Wang Jiangyan Yi Ruibo Fu J. Tao Zhengqi Wen Chu Yuan Zhang 33 2 0 20 Dec 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 36 45 0 25 Nov 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 23 8 0 23 Oct 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 45 113 0 24 Aug 2022
Semi-Supervised Building Footprint Generation with Feature and Output Consistency Training Qingyu Li Yilei Shi Xiao Xiang Zhu 18 24 0 17 May 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 39 40 0 10 Apr 2022
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning Fengyuan Yang Ruiping Wang Xilin Chen VLM 39 35 0 08 Nov 2021
A2Log: Attentive Augmented Log Anomaly Detection Thorsten Wittkopp Alexander Acker S. Nedelkoski Jasmin Bogatinovski Dominik Scheinert Wu Fan O. Kao 24 22 0 20 Sep 2021
Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Jicong Zhang SSL 28 38 0 08 Mar 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 64 25 0 01 Jan 2021
Masked Contrastive Representation Learning for Reinforcement Learning Jinhua Zhu Yingce Xia Lijun Wu Jiajun Deng Wen-gang Zhou Tao Qin Houqiang Li SSL OffRL 34 55 0 15 Oct 2020
Optimal Projection Guided Transfer Hashing for Image Retrieval Ji Liu Lei Zhang 16 39 0 01 Mar 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,837 0 08 Jul 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 233 2,547 0 25 Jan 2016