Title
Masked Multi-Query Slot Attention for Unsupervised Object Discovery Rishav Pramanik José-Fabian Villa-Vásquez M. Pedersoli OCL 38 0 0 30 Apr 2024
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Oliver Hahn Nikita Araslanov Simone Schaub-Meyer Stefan Roth 3DPC 33 3 0 25 Apr 2024
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for Vision Ankit Vani Bac Nguyen Samuel Lavoie Ranjay Krishna Aaron Courville 26 1 0 24 Apr 2024
On permutation-invariant neural networks Masanari Kimura Ryotaro Shimizu Yuki Hirakawa Ryosuke Goto Yuki Saito OOD AAML 33 12 0 26 Mar 2024
Slot Abstractors: Toward Scalable Abstract Visual Reasoning S. S. Mondal Jonathan D. Cohen Taylor W. Webb OCL 27 8 0 06 Mar 2024
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Chanyoung Kim Woojung Han Dayun Ju Seong Jae Hwang 24 10 0 03 Mar 2024
Unsupervised Concept Discovery Mitigates Spurious Correlations Md Rifat Arefin Yan Zhang A. Baratin Francesco Locatello Irina Rish Dianbo Liu Kenji Kawaguchi 44 6 0 20 Feb 2024
Slot-VLM: SlowFast Slots for Video-Language Modeling Jiaqi Xu Cuiling Lan Wenxuan Xie Xuejin Chen Yan Lu MLLM VLM 35 7 0 20 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 87 3 0 12 Feb 2024
Binding Dynamics in Rotating Features Sindy Lowe Francesco Locatello Max Welling OCL 18 2 0 08 Feb 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 48 5 0 02 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 46 1 0 02 Feb 2024
EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models Koichi Namekata Amirmojtaba Sabour Sanja Fidler Seung Wook Kim 42 17 0 22 Jan 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 25 1 0 20 Jan 2024
Understanding Video Transformers via Universal Concept Discovery M. Kowal Achal Dave Rares Ambrus Adrien Gaidon Konstantinos G. Derpanis P. Tokmakov ViT 27 8 0 19 Jan 2024
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 28 3 0 18 Dec 2023
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 24 2 0 08 Dec 2023
SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers Ioannis Kakogeorgiou Spyros Gidaris Konstantinos Karantzalos N. Komodakis ViT OCL 10 11 0 01 Dec 2023
Perceptual Group Tokenizer: Building Perception with Iterative Grouping Zhiwei Deng Ting Chen Yang Li ViT VLM 18 2 0 30 Nov 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models Yeongbin Kim Gautam Singh Junyeong Park Çağlar Gülçehre Sungjin Ahn OCL VLM 32 1 0 15 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 31 3 0 08 Nov 2023
Multi-View Causal Representation Learning with Partial Observability Dingling Yao Danru Xu Sébastien Lachapelle Sara Magliacane Perouz Taslakian Georg Martius Julius von Kügelgen Francesco Locatello CML 21 29 0 07 Nov 2023
Object-centric architectures enable efficient causal representation learning Amin Mansouri Jason S. Hartford Yan Zhang Yoshua Bengio CML OCL OOD 16 15 0 29 Oct 2023
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Litong Feng Wayne Zhang 22 11 0 27 Oct 2023
Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey Oriane Siméoni Éloi Zablocki Spyros Gidaris Gilles Puy Patrick Pérez 24 10 0 19 Oct 2023
Learning Object Permanence from Videos via Latent Imaginations Manuel Traub Frederic Becker S. Otte Martin Volker Butz 25 1 0 16 Oct 2023
Leveraging Image Augmentation for Object Manipulation: Towards Interpretable Controllability in Object-Centric Learning Jinwoo Kim Janghyuk Choi Jaehyun Kang Changyeon Lee Ho-Jin Choi Seon Joo Kim OCL 27 0 0 13 Oct 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 45 6 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 26 18 0 11 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 23 24 0 10 Oct 2023
Provable Compositional Generalization for Object-Centric Learning Thaddäus Wiedemer Jack Brady Alexander Panfilov Attila Juhos Matthias Bethge Wieland Brendel OCL 27 17 0 09 Oct 2023
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling Leon Sick Dominik Engel Pedro Hermosilla Timo Ropinski 23 7 0 21 Sep 2023
Unsupervised Open-Vocabulary Object Localization in Videos Ke Fan Zechen Bai Tianjun Xiao Dominik Zietlow Max Horn ... Bernt Schiele Thomas Brox Zheng-Wei Zhang Yanwei Fu Tong He 38 9 0 18 Sep 2023
Object-Centric Multiple Object Tracking Zixu Zhao Jiaze Wang Max Horn Yizhuo Ding Tong He ... Bernt Schiele Yanwei Fu Francesco Locatello Zheng-Wei Zhang Tianjun Xiao VOT OCL 6 6 0 01 Sep 2023
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision Dongwon Kim Nam-Won Kim Cuiling Lan Suha Kwak VLM 23 19 0 29 Aug 2023
Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations Mohammadreza Salehi E. Gavves Cees G. M. Snoek Yuki M. Asano VOS 30 19 0 22 Aug 2023
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos Rui Qian Shuangrui Ding Xian Liu Dahua Lin 21 14 0 19 Aug 2023
Unsupervised Camouflaged Object Segmentation as Domain Adaptation Yi Zhang Chengyi Wu 21 3 0 08 Aug 2023
'What are you referring to?' Evaluating the Ability of Multi-Modal Dialogue Models to Process Clarificational Exchanges Javier Chiyah-Garcia Alessandro Suglia Arash Eshghi Helen F. Hastie 14 6 0 28 Jul 2023
Grounded Object Centric Learning Avinash Kori Francesco Locatello Fabio De Sousa Ribeiro Francesca Toni Ben Glocker OCL 17 7 0 18 Jul 2023
Weakly-supervised Contrastive Learning for Unsupervised Object Discovery Yun-Qiu Lv Jing Zhang Nick Barnes Yuchao Dai 21 11 0 07 Jul 2023
DORSal: Diffusion for Object-centric Representations of Scenes et al Allan Jabri Sjoerd van Steenkiste Emiel Hoogeboom Mehdi S. M. Sajjadi Thomas Kipf 19 17 0 13 Jun 2023
Slot-VAE: Object-Centric Scene Generation with Slot Attention Yanbo Wang Letao Liu Justin Dauwels OCL BDL DRL 23 15 0 12 Jun 2023
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles Tal Daniel Aviv Tamar DiffM 14 7 0 09 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 15 15 0 07 Jun 2023
Exploring the Role of the Bottleneck in Slot-Based Models Through Covariance Regularization Andrew Stange Robert Lo Abishek Sridhar Kousik Rajesh 20 2 0 05 Jun 2023
Systematic Visual Reasoning through Object-Centric Relational Abstraction Taylor W. Webb S. S. Mondal Jonathan D. Cohen OCL 20 23 0 04 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 19 8 0 03 Jun 2023
Rotating Features for Object Discovery Sindy Lowe Phillip Lippe Francesco Locatello Max Welling OCL 17 21 0 01 Jun 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 26 31 0 23 May 2023