Title
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 23 44 0 18 May 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 16 14 0 31 Mar 2023
Object Discovery from Motion-Guided Tokens Zhipeng Bao P. Tokmakov Yu-xiong Wang Adrien Gaidon M. Hebert OCL 24 20 0 27 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 22 56 0 20 Mar 2023
DiffusionSeg: Adapting Diffusion Towards Unsupervised Object Discovery Chaofan Ma Yu-Hao Yang Chen Ju Feifan Zhang Jinxian Liu Yu Wang Ya-Qin Zhang Yanfeng Wang DiffM 32 37 0 17 Mar 2023
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition Yiqing Liang Eliot Laidlaw Alexander Meyerowitz Srinath Sridhar James Tompkin VOS 25 12 0 02 Mar 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 20 9 0 16 Feb 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 43 32 0 09 Feb 2023
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning Yuejiang Liu Alexandre Alahi Chris Russell Max Horn Dominik Zietlow Bernhard Schölkopf Francesco Locatello CML 49 22 0 12 Jan 2023
Unsupervised Object Localization: Observing the Background to Discover Objects Oriane Siméoni Chloé Sekkat Gilles Puy Antonín Vobecký Éloi Zablocki Patrick Pérez OCL SSL 24 51 0 15 Dec 2022
Disentangled Representation Learning Xin Eric Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 19 77 0 21 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 22 20 0 16 Nov 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 99 17 0 05 Oct 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 20 49 0 11 Jul 2022
Towards Improving the Generation Quality of Autoregressive Slot VAEs Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 17 1 0 03 Jun 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng X. Zhang Xiaojuan Qi SSL 101 71 0 30 May 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz X. Wang ViT VLM 177 494 0 22 Feb 2022
Compositional Multi-Object Reinforcement Learning with Linear Relation Networks Davide Mambelli Frederik Trauble Stefan Bauer Bernhard Schölkopf Francesco Locatello OCL 31 17 0 31 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Localizing Objects with Self-Supervised Transformers and no Labels Oriane Siméoni Gilles Puy Huy V. Vo Simon Roburin Spyros Gidaris Andrei Bursuc P. Pérez Renaud Marlet Jean Ponce ViT 170 195 0 29 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 286 5,723 0 29 Apr 2021
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 185 247 0 11 Feb 2021
Inducing Meaningful Units from Character Sequences with Dynamic Capacity Slot Attention Melika Behjati James Henderson OCL 18 1 0 01 Feb 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020