ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation

19 November 2021

Christian Rupprecht

Papers citing "ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation"

50 / 68 papers shown

Title
Object-Centric Pretraining via Target Encoder Bootstrapping Nikola Đukić Tim Lebailly Tinne Tuytelaars OCL 66 0 0 19 Mar 2025
Object-Aware DINO (Oh-A-Dino): Enhancing Self-Supervised Representations for Multi-Object Instance Retrieval Stefan Sylvius Wagner Stefan Harmeling OCL 68 0 0 12 Mar 2025
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Lowe Andreas Geiger Max Welling AI4CE 65 6 0 17 Feb 2025
GenLit: Reformulating Single-Image Relighting as Video Generation Shrisha Bharadwaj Haiwen Feng Victoria Fernandez-Abrevaya Michael J. Black VGen 75 2 0 15 Dec 2024
Bootstrapping Top-down Information for Self-modulating Slot Attention Dongwon Kim Seoyeon Kim Suha Kwak OCL ObjD 27 0 0 04 Nov 2024
Improving Viewpoint-Independent Object-Centric Representations through Active Viewpoint Selection Yinxuan Huang Chengmin Gao Bin Li Xiangyang Xue OCL 28 0 0 01 Nov 2024
Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad? Antonia Wüst Tim Nelson Tobiasch Lukas Helff Inga Ibs Wolfgang Stammer D. Dhami Constantin Rothkopf Kristian Kersting CoGe ReLM VLM LRM 54 1 0 25 Oct 2024
Zero-Shot Object-Centric Representation Learning Aniket Didolkar Andrii Zadaianchuk Anirudh Goyal Mike Mozer Yoshua Bengio Georg Martius Maximilian Seitzer VLM OCL 29 4 0 17 Aug 2024
Historical Printed Ornaments: Dataset and Tasks Sayan Kumar Chaki Z. S. Baltaci Elliot Vincent Remi Emonet Fabienne Vial-Bonacci Christelle Bahier-Porte Mathieu Aubry Thierry Fournel 32 0 0 16 Aug 2024
CarFormer: Self-Driving with Learned Object-Centric Representations Shadi S. Hamdan Fatma Guney 3DPC OCL 30 2 0 22 Jul 2024
Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models Amir Mohammad Karimi Mamaghan Samuele Papa Karl Henrik Johansson Stefan Bauer Andrea Dittadi OCL 35 5 0 22 Jul 2024
Position: Measure Dataset Diversity, Don't Just Claim It Dora Zhao Jerone T. A. Andrews Orestis Papakyriakopoulos Alice Xiang 64 14 0 11 Jul 2024
Learning Object-Centric Representation via Reverse Hierarchy Guidance Junhong Zou Xiangyu Zhu Zhaoxiang Zhang Zhen Lei BDL ObjD OCL 12 0 0 17 May 2024
Learning to Compose: Improving Object Centric Learning by Injecting Compositionality Whie Jung Jaehoon Yoo Sungjin Ahn Seunghoon Hong OCL CoGe 24 4 0 01 May 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 45 5 0 02 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 39 1 0 02 Feb 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 48 1 0 18 Jan 2024
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 19 1 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 8 11 0 01 Dec 2023
No Representation Rules Them All in Category Discovery S. Vaze Andrea Vedaldi Andrew Zisserman OOD 21 31 0 28 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 27 1 0 15 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 26 3 0 08 Nov 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 24 0 0 13 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 20 24 0 10 Oct 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 21 3 0 28 Aug 2023
Multi-Object Discovery by Low-Dimensional Object Motion Sadra Safadoust Fatma Guney OCL 19 9 0 16 Jul 2023
Linking vision and motion for self-supervised object-centric perception Kaylene C. Stocking Zak Murez Vijay Badrinarayanan Jamie Shotton Alex Kendall Claire Tomlin Christopher P. Burgess OCL 25 0 0 14 Jul 2023
OCTScenes: A Versatile Real-World Dataset of Tabletop Scenes for Object-Centric Learning Yin-Tao Huang Tonglin Chen Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 17 1 0 16 Jun 2023
V-LoL: A Diagnostic Dataset for Visual Logical Learning Lukas Helff Wolfgang Stammer Hikaru Shindo D. Dhami Kristian Kersting NAI 9 3 0 13 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 17 2 0 05 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 16 8 0 03 Jun 2023
GRES: Generalized Referring Expression Segmentation Chang Liu Henghui Ding Xudong Jiang 22 139 0 01 Jun 2023
Spotlight Attention: Robust Object-Centric Learning With a Spatial Locality Prior Ayush K Chakravarthy Trang Nguyen Anirudh Goyal Yoshua Bengio Michael C. Mozer OCL 19 4 0 31 May 2023
Sensitivity of Slot-Based Object-Centric Models to their Number of Slots Roland S. Zimmermann Sjoerd van Steenkiste Mehdi S. M. Sajjadi Thomas Kipf Klaus Greff OCL 26 5 0 30 May 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 24 31 0 23 May 2023
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 13 10 0 31 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 16 56 0 20 Mar 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 32 32 0 09 Feb 2023
The Learnable Typewriter: A Generative Approach to Text Analysis Ioannis Siglidis Nicolas Gonthier J. Gaubil Tom Monnier Mathieu Aubry 19 1 0 03 Feb 2023
Unlocking Slot Attention by Changing Optimal Transport Costs Yan Zhang David W. Zhang Simon Lacoste-Julien Gertjan J. Burghouts Cees G. M. Snoek OCL 24 8 0 30 Jan 2023
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason? Monika Wysoczañska Tom Monnier Tomasz Trzciñski David Picard ReLM OCL 12 1 0 20 Dec 2022
ONeRF: Unsupervised 3D Object Segmentation from Multiple Views Sheng-Ming Liang Yichen Liu Shangzhe Wu Yu-Wing Tai Chi-Keung Tang 25 7 0 22 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 16 36 0 02 Nov 2022
Learning Explicit Object-Centric Representations with Vision Transformers Oscar Vikström Alexander Ilin OCL ViT 14 4 0 25 Oct 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 95 20 0 21 Oct 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 91 17 0 05 Oct 2022
Differentiable Mathematical Programming for Object-Centric Representation Learning Adeel Pervez Phillip Lippe E. Gavves OCL 31 5 0 05 Oct 2022
Unsupervised Multi-View Object Segmentation Using Radiance Field Propagation Xinhang Liu Jiaben Chen Huai Yu Yu-Wing Tai Chi-Keung Tang 79 27 0 02 Oct 2022