CORe50: a New Dataset and Benchmark for Continuous Object Recognition

9 May 2017

Papers citing "CORe50: a New Dataset and Benchmark for Continuous Object Recognition"

47 / 97 papers shown

Title
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 148 91 0 17 Jan 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 22 738 0 16 Dec 2021
Ex-Model: Continual Learning from a Stream of Trained Models Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu CLL 19 11 0 13 Dec 2021
Is Class-Incremental Enough for Continual Learning? Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 40 30 0 06 Dec 2021
Target Layer Regularization for Continual Learning Using Cramer-Wold Generator Marcin Mazur Lukasz Pustelnik Szymon Knop Patryk Pagacz Przemysław Spurek 30 2 0 15 Nov 2021
Lifelong Vehicle Trajectory Prediction Framework Based on Generative Replay Peng Bao Zonghai Chen Ji-kai Wang Deyun Dai Hao Zhao 33 9 0 15 Nov 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 27 35 0 07 Oct 2021
Annotation Cost Reduction of Stream-based Active Learning by Automated Weak Labeling using a Robot Arm Kanata Suzuki Taro Sunagawa Tomotake Sasaki Takashi Katoh 18 3 0 03 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang Pham Chenghao Liu Guosheng Lin CLL 71 43 0 01 Oct 2021
Evaluating Continual Learning Algorithms by Generating 3D Virtual Environments Enrico Meloni Alessandro Betti Lapo Faggi Simone Marullo Matteo Tiezzi S. Melacci 35 4 0 16 Sep 2021
Adaptive Explainable Continual Learning Framework for Regression Problems with Focus on Power Forecasts Yujiang He AI4TS CLL 19 2 0 24 Aug 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 60 162 0 17 Jun 2021
Continual World: A Robotic Benchmark For Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL OffRL 17 89 0 23 May 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 50 58 0 20 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 25 55 0 04 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 33 181 0 01 Apr 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples Andrea Rosasco Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu DD 24 47 0 29 Mar 2021
Balanced softmax cross-entropy for incremental learning with and without memory Quentin Jodelet Xin Liu T. Murata CLL 30 25 0 23 Mar 2021
A Modular and Unified Framework for Detecting and Localizing Video Anomalies Keval Doshi Yasin Yılmaz 35 18 0 21 Mar 2021
Learning Novel Objects Continually Through Curiosity Ali Ayub Alan R. Wagner CLL 40 4 0 13 Mar 2021
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Andrea Cossu Antonio Carta Vincenzo Lomonaco D. Bacciu CLL 36 107 0 12 Mar 2021
Efficient Continual Learning with Modular Networks and Task-Driven Priors Tom Véniat Ludovic Denoyer MarcÁurelio Ranzato CLL 30 97 0 23 Dec 2020
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Muhammad Shafique BDL 59 140 0 21 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 22 74 0 08 Dec 2020
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 26 326 0 28 Oct 2020
Batch-level Experience Replay with Review for Continual Learning Zheda Mai Hyunwoo J. Kim Jihwan Jeong Scott Sanner VLM CLL 15 15 0 11 Jul 2020
Crossmodal Language Grounding in an Embodied Neurocognitive Model Stefan Heinrich Yuan Yao Tobias Hinz Zhiyuan Liu Thomas Hummel Matthias Kerzel C. Weber S. Wermter LM&Ro 25 19 0 24 Jun 2020
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning Arthur Douillard Matthieu Cord Charles Ollion Thomas Robert Eduardo Valle CLL 9 6 0 28 Apr 2020
Boosting Deep Open World Recognition by Clustering Dario Fontanel Fabio Cermelli Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo 20 21 0 20 Apr 2020
Thalamo-cortical spiking model of incremental learning combining perception, context and NREM-sleep-mediated noise-resilience B. Golosio Chiara De Luca C. Capone E. Pastorelli G. Stegel Gianmarco Tiddia G. Bonis P. Paolucci CLL 14 19 0 26 Mar 2020
Online Continual Learning on Sequences G. I. Parisi Vincenzo Lomonaco CLL 19 25 0 20 Mar 2020
The iCub multisensor datasets for robot and computer vision applications M. Kirtay Ugo Albanese Lorenzo Vannucci G. Schillaci Cecilia Laschi Egidio Falotico 39 3 0 04 Mar 2020
Learning to Continually Learn Shawn L. E. Beaulieu Lapo Frati Thomas Miconi Joel Lehman Kenneth O. Stanley Jeff Clune Nick Cheney KELM CLL 46 147 0 21 Feb 2020
Latent Replay for Real-Time Continual Learning Lorenzo Pellegrini G. Graffieti Vincenzo Lomonaco Davide Maltoni CLL 28 163 0 02 Dec 2019
OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep Learning Qi She Fan Feng Xinyue Hao Qihan Yang Chuanlin Lan ... Zhengwei Wang Yao Guo Yimin Zhang Fei Qiao Rosa H. M. Chan VLM 38 75 0 15 Nov 2019
REMIND Your Neural Network to Prevent Catastrophic Forgetting Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 31 295 0 06 Oct 2019
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches Vincenzo Lomonaco Davide Maltoni Lorenzo Pellegrini CLL VLM 31 67 0 08 Jul 2019
Sequential mastery of multiple visual tasks: Networks naturally learn to learn and forget to forget Guy Davidson Michael C. Mozer CLL 20 23 0 26 May 2019
Partitioned Variational Inference: A unified framework encompassing federated and continual learning T. Bui Cuong V Nguyen S. Swaroop Richard Turner FedML 24 55 0 27 Nov 2018
Towards Training Recurrent Neural Networks for Lifelong Learning Shagun Sodhani A. Chandar Yoshua Bengio CLL 24 19 0 16 Nov 2018
Video Object Segmentation using Teacher-Student Adaptation in a Human Robot Interaction (HRI) Setting Mennatullah Siam Chen Jiang S. Lu Laura Petrich Mahmoud Gamal Mohamed Elhoseiny Martin Jägersand VOS 21 71 0 17 Oct 2018
Memory Efficient Experience Replay for Streaming Learning Tyler L. Hayes N. Cahill Christopher Kanan 9 227 0 16 Sep 2018
SECS: Efficient Deep Stream Processing via Class Skew Dichotomy Boyuan Feng Kun Wan Shu Yang Yufei Ding 33 4 0 07 Sep 2018
The Toybox Dataset of Egocentric Visual Object Transformations Xiaohan Wang Tengyu Ma James Ainooson Seunghwan Cha Xiaotian Wang Azhar Molla M. Kunda ViT 4 10 0 15 Jun 2018
Self-Net: Lifelong Learning via Continual Self-Modeling Blake Camp J. Mandivarapu Rolando Estrada CLL SSL 27 16 0 25 May 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 28 305 0 24 May 2018
The Limits and Potentials of Deep Learning for Robotics Niko Sünderhauf Oliver Brock Walter J. Scheirer R. Hadsell Dieter Fox ... B. Upcroft Pieter Abbeel Wolfram Burgard Michael Milford Peter Corke 17 522 0 18 Apr 2018