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"

13 / 13 papers shown

Title
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 39 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 18 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 39 9 0 07 Oct 2024
Cross-domain Multi-modal Few-shot Object Detection via Rich Text Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 45 1 0 24 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 19 3 0 22 Aug 2023
I2I: Initializing Adapters with Improvised Knowledge Tejas Srinivasan Furong Jia Mohammad Rostami Jesse Thomason CLL 24 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 8 7 0 19 Nov 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 134 116 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 139 48 0 10 Feb 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 129 91 0 17 Jan 2022
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 294 6,927 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 279 39,083 0 01 Sep 2014