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CLIP Is Also a Good Teacher: A New Learning Framework for Inductive Zero-shot Semantic Segmentation

3 October 2023

Papers citing "CLIP Is Also a Good Teacher: A New Learning Framework for Inductive Zero-shot Semantic Segmentation"

37 / 37 papers shown

Title
Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP Qihang Yu Ju He XueQing Deng Xiaohui Shen Liang-Chieh Chen VLM CLIP 91 152 0 04 Aug 2023
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation Jie Qin Jie Wu Pengxiang Yan Ming Li Ren Yuxi ... Yitong Wang Rui Wang Shilei Wen X. Pan Xingang Wang SSeg VLM 87 94 0 30 Mar 2023
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation Ziqi Zhou Bowen Zhang Yinjie Lei Lingqiao Liu Yifan Liu VLM 87 175 0 07 Dec 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 144 137 0 30 Sep 2022
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 81 656 0 18 Sep 2022
Visual Prompt Tuning Menglin Jia Luming Tang Bor-Chun Chen Claire Cardie Serge Belongie Bharath Hariharan Ser-Nam Lim VLM VPVLM 173 1,647 0 23 Mar 2022
Language-driven Semantic Segmentation Boyi Li Kilian Q. Weinberger Serge Belongie V. Koltun René Ranftl VLM 139 628 0 10 Jan 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 189 5,226 0 10 Jan 2022
Scaling Open-Vocabulary Image Segmentation with Image-Level Labels Golnaz Ghiasi Xiuye Gu Huayu Chen Nayeon Lee VLM 129 386 0 22 Dec 2021
Decoupling Zero-Shot Semantic Segmentation Jian Ding Nan Xue Guisong Xia Dengxin Dai VLM 110 195 0 15 Dec 2021
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 272 2,385 0 02 Dec 2021
Extract Free Dense Labels from CLIP Chong Zhou Chen Change Loy Bo Dai VLM CLIP 170 482 0 02 Dec 2021
Open-Vocabulary Instance Segmentation via Robust Cross-Modal Pseudo-Labeling Dat T. Huynh Jason Kuen Zhe Lin Jiuxiang Gu Ehsan Elhamifar ISeg VLM 92 86 0 24 Nov 2021
Open Vocabulary Object Detection with Pseudo Bounding-Box Labels M. Gao Chen Xing Juan Carlos Niebles Junnan Li Ran Xu Wenhao Liu Caiming Xiong VLM ObjD 92 86 0 18 Nov 2021
SIGN: Spatial-information Incorporated Generative Network for Generalized Zero-shot Semantic Segmentation Jiaxin Cheng Soumyaroop Nandi Premkumar Natarajan Wael AbdAlmageed VLM 77 55 0 27 Aug 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 212 1,554 0 13 Jul 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 332 5,095 0 31 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 735 6,139 0 29 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 470 21,603 0 25 Mar 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 469 3,906 0 11 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Sixiao Zheng Jiachen Lu Hengshuang Zhao Xiatian Zhu Zekun Luo ... Yanwei Fu Jianfeng Feng Tao Xiang Philip Torr Li Zhang ViT 194 2,912 0 31 Dec 2020
Context-aware Feature Generation for Zero-shot Semantic Segmentation Zhangxuan Gu Siyuan Zhou Li Niu Zihan Zhao Liqing Zhang VLM 144 140 0 16 Aug 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 514 3,449 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 395 18,897 0 13 Feb 2020
Connecting Vision and Language with Localized Narratives Jordi Pont-Tuset J. Uijlings Soravit Changpinyo Radu Soricut V. Ferrari ObjD 123 252 0 06 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Zero-Shot Semantic Segmentation Max Bucher Tuan-Hung Vu Matthieu Cord P. Pérez VLM SSeg 161 321 0 03 Jun 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 154 5,018 0 02 Apr 2019
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 185 3,472 0 05 May 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 490 13,194 0 07 Feb 2018
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 332 8,922 0 21 Nov 2017
COCO-Stuff: Thing and Stuff Classes in Context Holger Caesar J. Uijlings V. Ferrari 158 1,396 0 12 Dec 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 273 18,298 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 755 37,927 0 20 May 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,664 0 06 Apr 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 253 9,342 0 14 Dec 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 496 43,717 0 17 Sep 2014