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We present Segment Anything Model 2 (SAM 2), a foundation model towards solving promptable visual segmentation in images and videos.
Interactive video cutout
Jue Wang, Pravin Bhat, R Alex Colburn, Maneesh Agrawala, and Michael F Cohen · 2005
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A geodesic framework for fast interactive image and video segmentation and matting
Xue Bai and Guillermo Sapiro · 2007
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Freiburg-berkeley motion segmentation dataset (fbms-59)
T Brox, J Malik, and P Ochs · 2010
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Learning to recognize objects in egocentric activities
Alireza Fathi, Xiaofeng Ren, and James M. Rehg · 2011
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Learning object class detectors from weakly annotated video
Alessandro Prest, Christian Leistner, Javier Civera, Cordelia Schmid, and Vittorio Ferrari · 2012
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Video segmentation by tracking many figure-ground segments
Fuxin Li, Taeyoung Kim, Ahmad Humayun, David Tsai, and James M. Rehg · 2013
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Learning phrase representations using rnn encoder-decoder for statistical machine translation, 2014
Kyunghyun Cho, Bart van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio · 2014
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Segmentation of moving objects by long term video analysis
Peter Ochs, Jitendra Malik, and Thomas Brox · 2014
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Jumpcut: non-successive mask transfer and interpolation for video cutout
Qingnan Fan, Fan Zhong, Dani Lischinski, Daniel Cohen-Or, and Baoquan Chen · 2015
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Delving into egocentric actions
Yin Li, Zhefan Ye, and James M. Rehg · 2015
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One-shot video object segmentation
Sergi Caelles, Kevis-Kokitsi Maninis, Jordi Pont-Tuset, Laura Leal-Taixé, Daniel Cremers, and Luc Van Gool · 2016
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The cityscapes dataset for semantic urban scene understanding
Marius Cordts, Mohamed Omran, Sebastian Ramos, Timo Rehfeld, Markus Enzweiler, Rodrigo Benenson, Uwe Franke, Stefan Roth, and Bernt Schiele · 2016
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Finely-grained annotated datasets for image-based plant phenotyping
Massimo Minervini, Andreas Fischbach, Hanno Scharr, and Sotirios A. Tsaftaris · 2016
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Learning video object segmentation from static images
Federico Perazzi, Anna Khoreva, Rodrigo Benenson, Bernt Schiele, and Alexander Sorkine-Hornung · 2016
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Feature pyramid networks for object detection
Tsung-Yi Lin, Piotr Dollár, Ross Girshick, Kaiming He, Bharath Hariharan, and Serge Belongie · 2017
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Video object segmentation without temporal information
Kevis-Kokitsi Maninis, Sergi Caelles, Yuhua Chen, Jordi Pont-Tuset, Laura Leal-Taixé, Daniel Cremers, and Luc Van Gool · 2017
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The 2017 davis challenge on video object segmentation
Jordi Pont-Tuset, Federico Perazzi, Sergi Caelles, Pablo Arbeláez, Alexander Sorkine-Hornung, and Luc Van Gool · 2017
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Computer vision for wildfire research: An evolving image dataset for processing and analysis
Tom Toulouse, Lucile Rossi, Antoine Campana, Turgay Celik, and Moulay A Akhloufi · 2017
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Online adaptation of convolutional neural networks for video object segmentation
Paul Voigtlaender and B. Leibe · 2017
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Pixel-level matching for video object segmentation using convolutional neural networks
Jae Shin Yoon, François Rameau, Junsik Kim, Seokju Lee, Seunghak Shin, and In-So Kweon · 2017
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The 2018 davis challenge on video object segmentation
Sergi Caelles, Alberto Montes, Kevis-Kokitsi Maninis, Yuhua Chen, Luc Van Gool, Federico Perazzi, and Jordi Pont-Tuset · 2018
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Blazingly fast video object segmentation with pixel-wise metric learning
Yuhua Chen, Jordi Pont-Tuset, Alberto Montes, and Luc Van Gool · 2018
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Fast video object segmentation by reference-guided mask propagation
Seoung Wug Oh, Joon-Young Lee, Kalyan Sunkavalli, and Seon Joo Kim · 2018
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Efficient video object segmentation via network modulation
L. Yang, Yanran Wang, Xuehan Xiong, Jianchao Yang, and Aggelos K. Katsaggelos · 2018
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The 2019 davis challenge on vos: Unsupervised multi-object segmentation
Sergi Caelles, Jordi Pont-Tuset, Federico Perazzi, Alberto Montes, Kevis-Kokitsi Maninis, and Luc Van Gool · 2019
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Nucleus segmentation across imaging experiments: the 2018 data science bowl
Juan C. Caicedo, Allen Goodman, Kyle W. Karhohs, Beth A. Cimini, Jeanelle Ackerman, Marzieh Haghighi, CherKeng Heng, Tim Becker, Minh Doan, Claire McQuin, Mohammad Rohban, Shantanu Singh, and Anne E. Carpenter · 2019
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LVIS: A dataset for large vocabulary instance segmentation
Agrim Gupta, Piotr Dollar, and Ross Girshick · 2019
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Quantifying the carbon emissions of machine learning
Alexandre Lacoste, Alexandra Luccioni, Victor Schmidt, and Thomas Dandres · 2019
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Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter · 2019
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Model cards for model reporting
Margaret Mitchell, Simone Wu, Andrew Zaldivar, Parker Barnes, Lucy Vasserman, Ben Hutchinson, Elena Spitzer, Inioluwa Deborah Raji, and Timnit Gebru · 2019
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Video object segmentation using space-time memory networks
Seoung Wug Oh, Joon-Young Lee, N. Xu, and Seon Joo Kim · 2019
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STREETS: A novel camera network dataset for traffic flow
Corey Snyder and Minh Do · 2019
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WoodScape: A multi-task, multi-camera fisheye dataset for autonomous driving
Senthil Yogamani, Ciarán Hughes, Jonathan Horgan, Ganesh Sistu, Padraig Varley, Derek O’Dea, Michal Uricár, Stefan Milz, Martin Simon, Karl Amende, et al · 2019
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Semantic understanding of scenes through the ADE20K dataset
Bolei Zhou, Hang Zhao, Xavier Puig, Tete Xiao, Sanja Fidler, Adela Barriuso, and Antonio Torralba · 2019
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2018 robotic scene segmentation challenge
Max Allan, Satoshi Kondo, Sebastian Bodenstedt, Stefan Leger, Rahim Kadkhodamohammadi, Imanol Luengo, Felix Fuentes, Evangello Flouty, Ahmed Mohammed, Marius Pedersen, et al · 2020
Cited alongside, same era.
Learning what to learn for video object segmentation
Goutam Bhat, Felix Järemo Lawin, Martin Danelljan, Andreas Robinson, Michael Felsberg, Luc Van Gool, and Radu Timofte · 2020
Cited alongside, same era.
Yohann Cabon, Naila Murray, and Martin Humenberger · 2020
Cited alongside, same era.
ELECTRA: Pre-training text encoders as discriminators rather than generators
Kevin Clark, Minh-Thang Luong, Quoc V Le, and Christopher D Manning · 2020
Cited alongside, same era.
Interactive video object segmentation using global and local transfer modules
Revisiting click-based interactive video object segmentation
Stéphane Vujasinović, Sebastian Bullinger, Stefan Becker, Norbert Scherer-Negenborn, Michael Arens, and Rainer Stiefelhagen · 2022
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Look before you match: Instance understanding matters in video object segmentation
Junke Wang, Dongdong Chen, Zuxuan Wu, Chong Luo, Chuanxin Tang, Xiyang Dai, Yucheng Zhao, Yujia Xie, Lu Yuan, and Yu-Gang Jiang · 2022
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Decoupling features in hierarchical propagation for video object segmentation
Zongxin Yang and Yi Yang · 2022
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Scaling vision transformers
Xiaohua Zhai, Alexander Kolesnikov, Neil Houlsby, and Lucas Beyer · 2022
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Fine-grained egocentric hand-object segmentation: Dataset, model, and applications
Lingzhi Zhang, Shenghao Zhou, Simon Stent, and Jianbo Shi · 2022
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Xmem++: Production-level video segmentation from few annotated frames
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Yuk Heo, Yeong Jun Koh, and Chang-Su Kim · 2020
Cited alongside, same era.
TrashCan: A semantically-segmented dataset towards visual detection of marine debris
Jungseok Hong, Michael Fulton, and Junaed Sattar · 2020
Cited alongside, same era.
Video panoptic segmentation
Dahun Kim, Sanghyun Woo, Joon-Young Lee, and In So Kweon · 2020
Cited alongside, same era.
Learning fast and robust target models for video object segmentation
Andreas Robinson, Felix Järemo Lawin, Martin Danelljan, Fahad Shahbaz Khan, and Michael Felsberg · 2020
Cited alongside, same era.
NDD20: A large-scale few-shot dolphin dataset for coarse and fine-grained categorisation
Cameron Trotter, Georgia Atkinson, Matt Sharpe, Kirsten Richardson, A. Stephen McGough, Nick Wright, Ben Burville, and Per Berggren · 2020
Cited alongside, same era.
Collaborative video object segmentation by foreground-background integration
Zongxin Yang, Yunchao Wei, and Yi Yang · 2020
Cited alongside, same era.
Domain adaptation for traffic density estimation
Luca Ciampi, Carlos Santiago, Joao Costeira, Claudio Gennaro, and Giuseppe Amato · 2021
Cited alongside, same era.
Search for temporal cell segmentation robustness in phase-contrast microscopy videos
Estibaliz Gómez-de Mariscal, Hasini Jayatilaka, Özgün Çiçek, Thomas Brox, Denis Wirtz, and Arrate Muñoz-Barrutia · 2021
Cited alongside, same era.
Maksym Bekuzarov, Ariana Bermudez, Joon-Young Lee, and Hao Li · 2023
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Window attention is bugged: How not to interpolate position embeddings
Daniel Bolya, Chaitanya Ryali, Judy Hoffman, and Christoph Feichtenhofer · 2023
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Flashattention-2: Faster attention with better parallelism and work partitioning
Tri Dao · 2023
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Ruining Deng, Can Cui, Quan Liu, Tianyuan Yao, Lucas W Remedios, Shunxing Bao, Bennett A Landman, Lee E Wheless, Lori A Coburn, Keith T Wilson, et al · 2023
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Mose: A new dataset for video object segmentation in complex scenes
Henghui Ding, Chang Liu, Shuting He, Xudong Jiang, Philip H. S. Torr, and Song Bai · 2023
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A drosophila heart optical coherence microscopy dataset for automatic video segmentation
Matthew Fishman, Abigail Matt, Fei Wang, Elena Gracheva, Jiantao Zhu, Xiangping Ouyang, Andrey Komarov, Yuxuan Wang, Hongwu Liang, and Chao Zhou · 2023
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Tam-vt: Transformation-aware multi-scale video transformer for segmentation and tracking
Raghav Goyal, Wan-Cyuan Fan, Mennatullah Siam, and Leonid Sigal · 2023
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Ego-exo4d: Understanding skilled human activity from first-and third-person perspectives
Kristen Grauman, Andrew Westbury, Lorenzo Torresani, Kris Kitani, Jitendra Malik, Triantafyllos Afouras, Kumar Ashutosh, Vijay Baiyya, Siddhant Bansal, Bikram Boote, et al · 2023
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Lvos: A benchmark for long-term video object segmentation
Lingyi Hong, Wenchao Chen, Zhongying Liu, Wei Zhang, Pinxue Guo, Zhaoyu Chen, and Wenqiang Zhang · 2023
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A neuromorphic dataset for object segmentation in indoor cluttered environment
Xiaoqian Huang, Kachole Sanket, Abdulla Ayyad, Fariborz Baghaei Naeini, Dimitrios Makris, and Yahya Zweiri · 2023
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Segment anything
Alexander Kirillov, Eric Mintun, Nikhila Ravi, Hanzi Mao, Chloe Rolland, Laura Gustafson, Tete Xiao, Spencer Whitehead, Alexander C Berg, Wan-Yen Lo, et al · 2023
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Segment anything model for medical image analysis: an experimental study
Maciej A Mazurowski, Haoyu Dong, Hanxue Gu, Jichen Yang, Nicholas Konz, and Yixin Zhang · 2023
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Segment anything meets point tracking
Frano Rajič, Lei Ke, Yu-Wing Tai, Chi-Keung Tang, Martin Danelljan, and Fisher Yu · 2023
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Hiera: A hierarchical vision transformer without the bells-and-whistles
Chaitanya Ryali, Yuan-Ting Hu, Daniel Bolya, Chen Wei, Haoqi Fan, Po-Yao Huang, Vaibhav Aggarwal, Arkabandhu Chowdhury, Omid Poursaeed, Judy Hoffman, Jitendra Malik, Yanghao Li, and Christoph Feichtenhofer · 2023
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Can sam segment anything? when sam meets camouflaged object detection
Lv Tang, Haoke Xiao, and Bo Li · 2023
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Towards open-vocabulary video instance segmentation
Haochen Wang, Cilin Yan, Shuai Wang, Xiaolong Jiang, Xu Tang, Yao Hu, Weidi Xie, and Efstratios Gavves · 2023
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Efficientsam: Leveraged masked image pretraining for efficient segment anything, 2023
Yunyang Xiong, Bala Varadarajan, Lemeng Wu, Xiaoyu Xiang, Fanyi Xiao, Chenchen Zhu, Xiaoliang Dai, Dilin Wang, Fei Sun, Forrest Iandola, Raghuraman Krishnamoorthi, and Vikas Chandra · 2023
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Track anything: Segment anything meets videos
Jinyu Yang, Mingqi Gao, Zhe Li, Shang Gao, Fangjing Wang, and Feng Zheng · 2023
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Fast segment anything, 2023
Xu Zhao, Wenchao Ding, Yongqi An, Yinglong Du, Tao Yu, Min Li, Ming Tang, and Jinqiao Wang · 2023
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Rsprompter: Learning to prompt for remote sensing instance segmentation based on visual foundation model
Keyan Chen, Chenyang Liu, Hao Chen, Haotian Zhang, Wenyuan Li, Zhengxia Zou, and Zhenwei Shi · 2024
Closest in time.
Learning the what and how of annotation in video object segmentation
Thanos Delatolas, Vicky Kalogeiton, and Dim P Papadopoulos · 2024
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Rotary position embedding for vision transformer
Byeongho Heo, Song Park, Dongyoon Han, and Sangdoo Yun · 2024
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Lvos: A benchmark for large-scale long-term video object segmentation
Lingyi Hong, Zhongying Liu, Wenchao Chen, Chenzhi Tan, Yuang Feng, Xinyu Zhou, Pinxue Guo, Jinglun Li, Zhaoyu Chen, Shuyong Gao, et al · 2024
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Segment anything in high quality
Lei Ke, Mingqiao Ye, Martin Danelljan, Yu-Wing Tai, Chi-Keung Tang, Fisher Yu, et al · 2024
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Segment anything in medical images
Jun Ma, Yuting He, Feifei Li, Lin Han, Chenyu You, and Bo Wang · 2024
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Segment anything, from space?
Simiao Ren, Francesco Luzi, Saad Lahrichi, Kaleb Kassaw, Leslie M Collins, Kyle Bradbury, and Jordan M Malof · 2024
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Moving object segmentation: All you need is sam (and flow)
Junyu Xie, Charig Yang, Weidi Xie, and Andrew Zisserman · 2024
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Scalable video object segmentation with identification mechanism
Zongxin Yang, Jiaxu Miao, Yunchao Wei, Wenguan Wang, Xiaohan Wang, and Yi Yang · 2024
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