CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks

CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks

18 June 2022

Tejas Srinivasan

Leticia Pinto-Alva

Georgios Chochlakis

Mohammad Rostami

Papers citing "CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks"

17 / 17 papers shown

Title
Task-Core Memory Management and Consolidation for Long-term Continual Learning Tianyu Huai Jie Zhou Yuxuan Cai Qin Chen Wen Wu Xingjiao Wu Xipeng Qiu Liang He CLL 33 0 0 15 May 2025
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 46 0 0 04 Nov 2024
ATLAS: Adapter-Based Multi-Modal Continual Learning with a Two-Stage Learning Strategy Hong Li Zhiquan Tan Xingyu Li Weiran Huang CLL MoMe 43 1 0 14 Oct 2024
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 44 9 0 07 Oct 2024
Cross-domain Multi-modal Few-shot Object Detection via Rich Text Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 55 1 0 24 Mar 2024
DAM: Dynamic Adapter Merging for Continual Video QA Learning Feng Cheng Ziyang Wang Yi-Lin Sung Yan-Bo Lin Mohit Bansal Gedas Bertasius CLL MoMe 39 10 0 13 Mar 2024
GrowCLIP: Data-aware Automatic Model Growing for Large-scale Contrastive Language-Image Pre-training Xi Deng Han Shi Runhu Huang Changlin Li Hang Xu Jianhua Han James T. Kwok Shen Zhao Wei Zhang Xiaodan Liang CLIP VLM 29 3 0 22 Aug 2023
I2I: Initializing Adapters with Improvised Knowledge Tejas Srinivasan Furong Jia Mohammad Rostami Jesse Thomason CLL 32 6 0 04 Apr 2023
Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation Yuliang Cai Jesse Thomason Mohammad Rostami VLM CLL 19 11 0 25 Mar 2023
CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering Yao Zhang Haokun Chen A. Frikha Yezi Yang Denis Krompass Gengyuan Zhang Jindong Gu Volker Tresp VLM LRM 16 7 0 19 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Yikang Shen David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 44 20 0 17 Nov 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 145 117 0 24 May 2022
The Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning Jack Hessel Jena D. Hwang J. Park Rowan Zellers Chandra Bhagavatula Anna Rohrbach Kate Saenko Yejin Choi ReLM 151 48 0 10 Feb 2022
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
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
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,984 0 20 Apr 2018
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,217 0 01 Sep 2014