SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis

6 November 2023

Dan Xu

Papers citing "SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis"

32 / 32 papers shown

Title
SynRES: Towards Referring Expression Segmentation in the Wild via Synthetic Data Dong-Hee Kim Hyunjee Song Donghyun Kim 264 0 0 23 May 2025
Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language Yicheng Chen Xiangtai Li Yining Li Yanhong Zeng Jianzong Wu Xiangyu Zhao Kai Chen VLM DiffM 102 3 0 28 Jun 2024
FreeMask: Synthetic Images with Dense Annotations Make Stronger Segmentation Models Lihe Yang Xiaogang Xu Bingyi Kang Yinghuan Shi Hengshuang Zhao 55 46 0 23 Oct 2023
MosaicFusion: Diffusion Models as Data Augmenters for Large Vocabulary Instance Segmentation Jiahao Xie Wei Li Xiangtai Li Ziwei Liu Yew-Soon Ong Chen Change Loy DiffM VLM 108 37 0 22 Sep 2023
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion Models Wei Wu Yuzhong Zhao Hao Chen Yuchao Gu Rui Zhao Yefei He Hong Zhou Mike Zheng Shou Chunhua Shen 83 104 0 11 Aug 2023
Unleashing Text-to-Image Diffusion Models for Visual Perception Wenliang Zhao Yongming Rao Zuyan Liu Benlin Liu Jie Zhou Jiwen Lu ObjD VLM MDE 228 229 0 03 Mar 2023
Composer: Creative and Controllable Image Synthesis with Composable Conditions Lianghua Huang Di Chen Yu Liu Yujun Shen Deli Zhao Jingren Zhou DiffM 48 287 0 20 Feb 2023
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models Chong Mou Xintao Wang Liangbin Xie Yanze Wu Shuai Liu Zhongang Qi Ying Shan Xiaohu Qie DiffM 88 1,015 0 16 Feb 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 140 4,106 1 10 Feb 2023
A Generalist Framework for Panoptic Segmentation of Images and Videos Ting-Li Chen Lala Li Saurabh Saxena Geoffrey E. Hinton David J. Fleet VGen MLLM 57 102 0 12 Oct 2022
Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation Feng Li Hao Zhang Hu-Sheng Xu Siyi Liu Lei Zhang L. Ni H. Shum ISeg 117 383 0 06 Jun 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 181 1,970 0 01 Jun 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 270 30,123 0 01 Mar 2022
BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations Daiqing Li Huan Ling Seung Wook Kim Karsten Kreis Adela Barriuso Sanja Fidler Antonio Torralba 108 107 0 12 Jan 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 272 534 0 06 Dec 2021
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 234 2,358 0 02 Dec 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 208 1,536 0 13 Jul 2021
K-Net: Towards Unified Image Segmentation Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy ISeg 62 369 0 28 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 219 7,831 0 11 May 2021
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort Yuxuan Zhang Huan Ling Jun Gao K. Yin Jean-Francois Lafleche Adela Barriuso Antonio Torralba Sanja Fidler 3DH GAN VLM 74 335 0 13 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 444 21,418 0 25 Mar 2021
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 385 13,035 0 26 May 2020
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 390 3,613 0 20 Aug 2019
LVIS: A Dataset for Large Vocabulary Instance Segmentation Agrim Gupta Piotr Dollár Ross B. Girshick ISeg VLM 103 1,369 0 08 Aug 2019
Hybrid Task Cascade for Instance Segmentation Kai-xiang Chen Jiangmiao Pang Jiaqi Wang Yu Xiong Xiaoxiao Li ... Ziwei Liu Jianping Shi Wanli Ouyang Chen Change Loy Dahua Lin ISeg 128 1,302 0 22 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 569 10,555 0 12 Dec 2018
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 350 27,181 0 20 Mar 2017
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 658 12,007 0 04 Dec 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 738 37,846 0 20 May 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 293 6,931 0 12 Mar 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 176 4,892 0 22 Dec 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,933 0 20 Dec 2013