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"

50 / 305 papers shown

Title
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research J. Bornschein Alexandre Galashov Ross Hemsley Amal Rannen-Triki Yutian Chen ... Angeliki Lazaridou Yee Whye Teh Andrei A. Rusu Razvan Pascanu MarcÁurelio Ranzato OOD VLM AI4TS 245 20 0 15 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 164 3 0 09 Nov 2022
Continual Learning with Evolving Class OntologiesNeural Information Processing Systems (NeurIPS), 2022 Zhiqiu Lin Deepak Pathak Yu-Xiong Wang Deva Ramanan Shu Kong CLL 259 11 0 10 Oct 2022
A Simple Baseline that Questions the Use of Pretrained-Models in Continual Learning Paul Janson Wenxuan Zhang Rahaf Aljundi Mohamed Elhoseiny VLM SSL CLL 238 60 0 10 Oct 2022
Few-Shot Continual Active Learning by a RobotNeural Information Processing Systems (NeurIPS), 2022 Ali Ayub C. Fendley CLL 189 33 0 09 Oct 2022
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 269 65 0 06 Oct 2022
Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering Mavina Nikandrou Lu Yu Alessandro Suglia Ioannis Konstas Verena Rieser OOD 359 7 0 30 Sep 2022
RECALL: Rehearsal-free Continual Learning for Object ClassificationIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Markus Wendelin Knauer Maximilian Denninger Rudolph Triebel VLM 149 2 0 29 Sep 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Yaqian Zhang Bernhard Pfahringer E. Frank Nikolaos Perrakis N. Lim Yunzhe Jia CLL 288 54 0 28 Sep 2022
Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart SensorsIEEE International Joint Conference on Neural Network (IJCNN), 2022 Alessandro Avi Andrea Albanese Davide Brunelli 217 11 0 01 Sep 2022
Expanding continual few-shot learning benchmarks to include recognition of specific instancesPLoS ONE (PLoS ONE), 2022 Gideon Kowadlo Abdelrahman Ahmed Amir Mayan D. Rawlinson CLL 271 0 0 26 Aug 2022
Evaluating Continual Test-Time Adaptation for Contextual and Semantic Domain Shifts Tommie Kerssies Mert Kilickaya Joaquin Vanschoren OOD TTA 138 7 0 18 Aug 2022
A Benchmark and Empirical Analysis for Replay Strategies in Continual Learning Qihan Yang Fan Feng Rosa H. M. Chan 136 9 0 04 Aug 2022
Latent Properties of Lifelong Learning Systems Corban G. Rivera C. Ashcraft Alexander New J. Schmidt Gautam K. Vallabha CLL 153 1 0 28 Jul 2022
Time to augment self-supervised visual representation learningInternational Conference on Learning Representations (ICLR), 2022 A. Aubret M. Ernst Céline Teulière Jochen Triesch 168 15 0 27 Jul 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental LearningNeural Information Processing Systems (NeurIPS), 2022 Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 436 294 0 26 Jul 2022
Memory Population in Continual Learning via Outlier Elimination J. Hurtado Alain Raymond-Sáez Vladimir Araujo Vincenzo Lomonaco Alvaro Soto D. Bacciu 350 11 0 04 Jul 2022
Hebbian Continual Representation LearningHawaii International Conference on System Sciences (HICSS), 2022 P. Morawiecki Andrii Krutsylo Maciej Wołczyk Marek Śmieja CLL 128 2 0 28 Jun 2022
Lifelong Wandering: A realistic few-shot online continual learning setting Mayank Lunayach James Smith Z. Kira CLL 190 3 0 16 Jun 2022
Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models Rudy Semola Vincenzo Lomonaco D. Bacciu 166 9 0 14 Jun 2022
Object Instance Identification in Dynamic Environments Takuma Yagi Md. Tasnimul Hasan Yoichi Sato 56 0 0 10 Jun 2022
Continual Object Detection: A review of definitions, strategies, and challengesNeural Networks (NN), 2022 Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 218 64 0 30 May 2022
Feature Forgetting in Continual Representation Learning Xiao Zhang Dejing Dou Ji Wu CLL 110 8 0 26 May 2022
Fine-tuned Language Models are Continual LearnersConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 443 151 0 24 May 2022
Incremental Learning with Differentiable Architecture and Forgetting SearchIEEE International Joint Conference on Neural Network (IJCNN), 2022 James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 159 4 0 19 May 2022
Continual Pre-Training Mitigates Forgetting in Language and VisionNeural Networks (NN), 2022 Andrea Cossu Tinne Tuytelaars Antonio Carta Lucia C. Passaro Vincenzo Lomonaco D. Bacciu KELM VLM CLL 197 92 0 19 May 2022
Simpler is Better: off-the-shelf Continual Learning Through Pretrained Backbones Francesco Pelosin VLM 203 15 0 03 May 2022
Collaborative Learning for Hand and Object Reconstruction with Attention-guided Graph ConvolutionComputer Vision and Pattern Recognition (CVPR), 2022 Tze Ho Elden Tse K. Kim A. Leonardis H. Chang 3DH 302 75 0 27 Apr 2022
Alleviating Representational Shift for Continual Fine-tuning Shibo Jie Zhi-Hong Deng Ziheng Li CLL 179 12 0 22 Apr 2022
Generative Negative Replay for Continual LearningNeural Networks (NN), 2022 G. Graffieti Davide Maltoni Lorenzo Pellegrini Vincenzo Lomonaco 195 15 0 12 Apr 2022
General Incremental Learning with Domain-aware Categorical RepresentationsComputer Vision and Pattern Recognition (CVPR), 2022 Jiangwei Xie Shipeng Yan Xuming He OOD CLL 255 47 0 08 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 297 81 0 31 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 270 64 0 21 Mar 2022
Practical Recommendations for Replay-based Continual Learning Methods Gabriele Merlin Vincenzo Lomonaco Andrea Cossu Antonio Carta D. Bacciu CLL 235 28 0 19 Mar 2022
Contrastive Learning for Cross-Domain Open World RecognitionIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Francesco Cappio Borlino S. Bucci Tatiana Tommasi SSL 157 3 0 17 Mar 2022
Increasing Depth of Neural Networks for Life-long LearningInformation Fusion (Inf. Fusion), 2022 Jkedrzej Kozal Michal Wo'zniak CLL 203 11 0 22 Feb 2022
Graph Lifelong Learning: A SurveyIEEE Computational Intelligence Magazine (IEEE CIM), 2022 F. Febrinanto Xiwei Xu Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 212 61 0 22 Feb 2022
Design of Explainability Module with Experts in the Loop for Visualization and Dynamic Adjustment of Continual Learning Yujiang He Zhixin Huang Bernhard Sick AAML 108 2 0 14 Feb 2022
Self-Paced Imbalance Rectification for Class Incremental Learning Zhiheng Liu Kai Zhu Yang Cao CLL 207 0 0 08 Feb 2022
Mobile Robot Manipulation using Pure Object DetectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Brent A. Griffin 276 10 0 28 Jan 2022
Lifelong Learning Metrics Alexander New Megan M. Baker Eric Q. Nguyen Gautam K. Vallabha 132 18 0 20 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 389 106 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 347 1,040 0 16 Dec 2021
Ex-Model: Continual Learning from a Stream of Trained Models Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu CLL 119 15 0 13 Dec 2021
Is Class-Incremental Enough for Continual Learning?Frontiers in Artificial Intelligence (Front. Artif. Intell.), 2021 Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 191 33 0 06 Dec 2021
Target Layer Regularization for Continual Learning Using Cramer-Wold Generator Marcin Mazur Lukasz Pustelnik Szymon Knop Patryk Pagacz Przemysław Spurek 102 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 185 11 0 15 Nov 2021
Continual Adaptation of Semantic Segmentation using Complementary 2D-3D Data RepresentationsIEEE Robotics and Automation Letters (RA-L), 2021 Jonas Frey Hermann Blum Francesco Milano Roland Siegwart Cesar Cadena 182 15 0 03 Nov 2021
Towards Realistic Single-Task Continuous Learning Research for NER Justin Payan Yuval Merhav He Xie Satyapriya Krishna Anil Ramakrishna Mukund Sridhar Rahul Gupta CLL 135 6 0 27 Oct 2021
International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines Ajmal Shahbaz Salman Khan M. Hossain Vincenzo Lomonaco Kevin J. Cannons Zhan Xu Fabio Cuzzolin CLL MU 131 4 0 27 Oct 2021