Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost

12 March 2024

Papers citing "Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost"

25 / 25 papers shown

Title
EVA-CLIP: Improved Training Techniques for CLIP at Scale Quan-Sen Sun Yuxin Fang Ledell Yu Wu Xinlong Wang Yue Cao CLIP VLM 129 495 0 27 Mar 2023
Tag2Text: Guiding Vision-Language Model via Image Tagging Xinyu Huang Youcai Zhang Jinyu Ma Weiwei Tian Rui Feng Yuejie Zhang Yaqian Li Yandong Guo Lei Zhang CLIP MLLM VLM 3DV 90 75 0 10 Mar 2023
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 148 3,444 0 16 Oct 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 94 115 0 24 Aug 2022
When does Bias Transfer in Transfer Learning? Hadi Salman Saachi Jain Andrew Ilyas Logan Engstrom Eric Wong Aleksander Madry 59 36 0 06 Jul 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 74 111 0 16 Feb 2022
Fairness Indicators for Systematic Assessments of Visual Feature Extractors Priya Goyal Adriana Romero Soriano C. Hazirbas Levent Sagun Nicolas Usunier EGVM 50 31 0 15 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 508 4,340 0 28 Jan 2022
MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound Rowan Zellers Jiasen Lu Ximing Lu Youngjae Yu Yanpeng Zhao Mohammadreza Salehi Aditya Kusupati Jack Hessel Ali Farhadi Yejin Choi 92 212 0 07 Jan 2022
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 212 1,425 0 03 Nov 2021
Unsupervised Selective Labeling for More Effective Semi-Supervised Learning Xudong Wang Long Lian Stella X. Yu 208 32 0 06 Oct 2021
Towards A Fairer Landmark Recognition Dataset Z. Kim A. Araújo Bingyi Cao Cameron S Askew Jack Sim Mike Green N. Yilla Tobias Weyand 28 10 0 19 Aug 2021
Batch Active Learning at Scale Gui Citovsky Giulia DeSalvo Claudio Gentile Lazaros Karydas Anand Rajagopalan Afshin Rostamizadeh Sanjiv Kumar 55 154 0 29 Jul 2021
Not All Labels Are Equal: Rationalizing The Labeling Costs for Training Object Detection Ismail Elezi Zhiding Yu Anima Anandkumar Laura Leal-Taixe J. Álvarez ObjD 51 41 0 22 Jun 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 282 701 0 22 Apr 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 426 1,127 0 17 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 438 3,839 0 11 Feb 2021
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 93 1,136 0 30 Aug 2020
The State and Fate of Linguistic Diversity and Inclusion in the NLP World Pratik M. Joshi Sebastin Santy A. Budhiraja Kalika Bali Monojit Choudhury LMTD 107 847 0 20 Apr 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.2K 12,181 0 27 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 134 1,950 0 09 Aug 2019
No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World S. Shankar Yoni Halpern Eric Breck James Atwood Jimbo Wilson D. Sculley 71 295 0 22 Nov 2017
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation Ling Yang Yizhe Zhang Jianxu Chen Siyuan Zhang Danny Chen MedIm 65 504 0 15 Jun 2017
Deep Bayesian Active Learning with Image Data Y. Gal Riashat Islam Zoubin Ghahramani BDL UQCV 68 1,734 0 08 Mar 2017
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 403 43,619 0 01 May 2014