The CLEAR Benchmark: Continual LEArning on Real-World Imagery

17 January 2022

Zhiqiu Lin

Papers citing "The CLEAR Benchmark: Continual LEArning on Real-World Imagery"

21 / 71 papers shown

Title
SimCS: Simulation for Domain Incremental Online Continual Segmentation Motasem Alfarra Zhipeng Cai Adel Bibi Guohao Li Matthias Müller CLL 21 4 0 29 Nov 2022
BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning Jihoon Ko Shinhwan Kang Taehyung Kwon Heechan Moon Kijung Shin CLL 36 7 0 26 Nov 2022
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time Huaxiu Yao Caroline Choi Bochuan Cao Yoonho Lee Pang Wei Koh Chelsea Finn OOD 19 73 0 25 Nov 2022
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 36 16 0 15 Nov 2022
Sequential Learning Of Neural Networks for Prequential MDL J. Bornschein Yazhe Li Marcus Hutter AI4TS 27 6 0 14 Oct 2022
Improving information retention in large scale online continual learning Z. Cai V. Koltun Ozan Sener CLL 14 1 0 12 Oct 2022
Continual Learning with Evolving Class Ontologies Zhiqiu Lin Deepak Pathak Yu-xiong Wang Deva Ramanan Shu Kong CLL 36 9 0 10 Oct 2022
CLIP model is an Efficient Continual Learner Vishal G. Thengane Salman Khan Munawar Hayat F. Khan BDL VLM CLL 112 46 0 06 Oct 2022
Env-Aware Anomaly Detection: Ignore Style Changes, Stay True to Content! Stefan Smeu Elena Burceanu Andrei Liviu Nicolicioiu Emanuela Haller 35 4 0 06 Oct 2022
Time-Varying Propensity Score to Bridge the Gap between the Past and Present Rasool Fakoor Jonas W. Mueller Zachary Chase Lipton Pratik Chaudhari Alexander J. Smola OOD AI4TS 32 3 0 04 Oct 2022
Operationalizing Machine Learning: An Interview Study Shreya Shankar Rolando Garcia J. M. Hellerstein Aditya G. Parameswaran 71 51 0 16 Sep 2022
Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace Applications Somrita Banerjee Apoorva Sharma Edward Schmerling M. Spolaor Michael Nemerouf Marco Pavone 15 2 0 14 Sep 2022
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Marius Dragoi Elena Burceanu Emanuela Haller Andrei Manolache Florin Brad OOD 18 18 0 30 Jun 2022
NovelCraft: A Dataset for Novelty Detection and Discovery in Open Worlds Patrick Feeney Sarah Schneider Panagiotis Lymperopoulos Liping Liu matthias. scheutz Michael C. Hughes Dept. of Computer Science 33 5 0 23 Jun 2022
CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks Tejas Srinivasan Ting-Yun Chang Leticia Pinto-Alva Georgios Chochlakis Mohammad Rostami Jesse Thomason VLM CLL 17 73 0 18 Jun 2022
Rethinking Streaming Machine Learning Evaluation Shreya Shankar Bernease Herman Aditya G. Parameswaran LRM 46 6 0 23 May 2022
Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations Ali Abbasi Parsa Nooralinejad Vladimir Braverman Hamed Pirsiavash Soheil Kolouri CLL 34 16 0 12 Mar 2022
A Modern Self-Referential Weight Matrix That Learns to Modify Itself Kazuki Irie Imanol Schlag Róbert Csordás Jürgen Schmidhuber 14 26 0 11 Feb 2022
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 131 35 0 23 Jan 2021
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 30 146 0 03 Sep 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,375 0 09 Mar 2020