Generating Enhanced Negatives for Training Language-Based Object Detectors

29 December 2023

Papers citing "Generating Enhanced Negatives for Training Language-Based Object Detectors"

29 / 29 papers shown

Title
FineCops-Ref: A new Dataset and Task for Fine-Grained Compositional Referring Expression Comprehension Junzhuo Liu Xiaohu Yang Weiwei Li Peng Wang ObjD 97 3 0 23 Sep 2024
GRES: Generalized Referring Expression Segmentation Chang Liu Henghui Ding Xudong Jiang 79 157 0 01 Jun 2023
CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching Xiaoshi Wu Feng Zhu Rui Zhao Hongsheng Li VLM 44 126 0 23 Mar 2023
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Zou VLM CoGe 62 392 0 04 Oct 2022
F-VLM: Open-Vocabulary Object Detection upon Frozen Vision and Language Models Weicheng Kuo Huayu Chen Xiuye Gu A. Piergiovanni A. Angelova MLLM VLM ObjD 118 137 0 30 Sep 2022
Exploiting Unlabeled Data with Vision and Language Models for Object Detection Shiyu Zhao Zhixing Zhang S. Schulter Long Zhao Vijay Kumar B.G Anastasis Stathopoulos Manmohan Chandraker Dimitris N. Metaxas VLM ObjD 82 102 0 18 Jul 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Zi-Yi Dou Aishwarya Kamath Zhe Gan Pengchuan Zhang Jianfeng Wang ... Ce Liu Yann LeCun Nanyun Peng Jianfeng Gao Lijuan Wang VLM ObjD 97 126 0 15 Jun 2022
Simple Open-Vocabulary Object Detection with Vision Transformers Matthias Minderer A. Gritsenko Austin Stone Maxim Neumann Dirk Weissenborn ... Zhuoran Shen Tianlin Li Xiaohua Zhai Thomas Kipf N. Houlsby ObjD CLIP VLM ViT OCL 92 312 0 12 May 2022
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality Tristan Thrush Ryan Jiang Max Bartolo Amanpreet Singh Adina Williams Douwe Kiela Candace Ross CoGe 92 425 0 07 Apr 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 144 873 0 07 Feb 2022
Detecting Twenty-thousand Classes using Image-level Supervision Xingyi Zhou Rohit Girdhar Armand Joulin Phillip Krahenbuhl Ishan Misra CLIP VLM 99 614 0 07 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 408 15,486 0 20 Dec 2021
RegionCLIP: Region-based Language-Image Pretraining Yiwu Zhong Jianwei Yang Pengchuan Zhang Chunyuan Li Noel Codella ... Luowei Zhou Xiyang Dai Lu Yuan Yin Li Jianfeng Gao VLM CLIP 130 576 0 16 Dec 2021
Grounded Language-Image Pre-training Liunian Harold Li Pengchuan Zhang Haotian Zhang Jianwei Yang Chunyuan Li ... Lu Yuan Lei Zhang Lei Li Kai-Wei Chang Jianfeng Gao ObjD VLM 120 1,061 0 07 Dec 2021
COVR: A test-bed for Visually Grounded Compositional Generalization with real images Ben Bogin Shivanshu Gupta Matt Gardner Jonathan Berant CoGe 80 29 0 22 Sep 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 186 1,953 0 16 Jul 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Nayeon Lee Weicheng Kuo Huayu Chen VLM ObjD 272 917 0 28 Apr 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 170 883 0 26 Apr 2021
UniT: Multimodal Multitask Learning with a Unified Transformer Ronghang Hu Amanpreet Singh ViT 76 300 0 22 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 443 3,842 0 11 Feb 2021
Open-Vocabulary Object Detection Using Captions Alireza Zareian Kevin Dela Rosa Derek Hao Hu Shih-Fu Chang VLM ObjD 120 430 0 20 Nov 2020
LVIS: A Dataset for Large Vocabulary Instance Segmentation Agrim Gupta Piotr Dollár Ross B. Girshick ISeg VLM 100 1,369 0 08 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 224 3,678 0 06 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 612 24,431 0 26 Jul 2019
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 148 2,418 0 12 Apr 2016
Generation and Comprehension of Unambiguous Object Descriptions Junhua Mao Jonathan Huang Alexander Toshev Oana-Maria Camburu Alan Yuille Kevin Patrick Murphy ObjD 115 1,345 0 07 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 499 62,270 0 04 Jun 2015
Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models Bryan A. Plummer Liwei Wang Christopher M. Cervantes Juan C. Caicedo Julia Hockenmaier Svetlana Lazebnik 193 2,056 0 19 May 2015
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 413 43,638 0 01 May 2014