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Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models

22 July 2024

Amir Mohammad Karimi Mamaghan

Samuele Papa

Karl Henrik Johansson

Stefan Bauer

Andrea Dittadi

OCL

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Papers citing "Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models"

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Title
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 984 2 0 09 Apr 2025
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning Aniket Didolkar Andrii Zadaianchuk Rabiul Awal Maximilian Seitzer E. Gavves Aishwarya Agrawal OCL VLM 170 3 0 27 Mar 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 200 4 0 11 Feb 2025
Zero-Shot Object-Centric Representation Learning Aniket Didolkar Andrii Zadaianchuk Anirudh Goyal Mike Mozer Yoshua Bengio Georg Martius Maximilian Seitzer VLM OCL 72 7 0 17 Aug 2024
Learning to Compose: Improving Object Centric Learning by Injecting Compositionality Whie Jung Jaehoon Yoo Sungjin Ahn Seunghoon Hong OCL CoGe 64 5 0 01 May 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 141 1 0 18 Jan 2024
FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects Bowen Wen Wei Yang Jan Kautz Stanley T. Birchfield 71 209 0 13 Dec 2023
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 59 4 0 08 Dec 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 76 4 0 15 Nov 2023
Object-centric architectures enable efficient causal representation learning Amin Mansouri Jason S. Hartford Yan Zhang Yoshua Bengio CML OCL OOD 74 18 0 29 Oct 2023
The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Zhengyuan Yang Linjie Li Kevin Qinghong Lin Jianfeng Wang Chung-Ching Lin Nasim Shakouri Mahmoudabadi Lijuan Wang LM&MA 65 643 0 29 Sep 2023
Vision Transformers Need Registers Zilong Chen Maxime Oquab Julien Mairal Huaping Liu ViT 164 350 0 28 Sep 2023
Grounded Object Centric Learning Avinash Kori Francesco Locatello Fabio De Sousa Ribeiro Francesca Toni Ben Glocker OCL 68 11 0 18 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 329 12,044 0 18 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 60 16 0 13 Jun 2023
Systematic Visual Reasoning through Object-Centric Relational Abstraction Taylor Webb S. S. Mondal Jonathan D. Cohen OCL 81 26 0 04 Jun 2023
Rotating Features for Object Discovery Sindy Löwe Phillip Lippe Francesco Locatello Max Welling OCL 93 27 0 01 Jun 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 61 36 0 23 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 89 47 0 18 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 360 3,479 0 14 Apr 2023
STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training Ziyan Huang Hao Wang Zhongying Deng Jin Ye Yanzhou Su ... Junjun He Yun Gu Lixu Gu Shaoting Zhang Yu Qiao 59 81 0 13 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 345 7,365 0 05 Apr 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 73 14 0 31 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 106 61 0 20 Mar 2023
PaLM-E: An Embodied Multimodal Language Model Danny Driess F. Xia Mehdi S. M. Sajjadi Corey Lynch Aakanksha Chowdhery ... Marc Toussaint Klaus Greff Andy Zeng Igor Mordatch Peter R. Florence LM&Ro 114 1,663 0 06 Mar 2023
Learning to reason over visual objects S. S. Mondal Taylor Webb Jonathan D. Cohen OCL 96 29 0 03 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 90 37 0 09 Feb 2023
An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning Jaesik Yoon Yi-Fu Wu Heechul Bae Sungjin Ahn OCL 72 43 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 103 23 0 12 Jan 2023
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 86 52 0 17 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 127 95 0 12 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 108 152 0 29 Sep 2022
AudioLM: a Language Modeling Approach to Audio Generation Zalan Borsos Raphaël Marinier Damien Vincent Eugene Kharitonov Olivier Pietquin ... Dominik Roblek O. Teboul David Grangier Marco Tagliasacchi Neil Zeghidour AuLLM 157 615 0 07 Sep 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos Gamaleldin F. Elsayed Aravindh Mahendran Sjoerd van Steenkiste Klaus Greff Michael C. Mozer Thomas Kipf VOS OCL 132 142 0 15 Jun 2022
Object Scene Representation Transformer Mehdi S. M. Sajjadi Daniel Duckworth Aravindh Mahendran Sjoerd van Steenkiste Filip Pavetić Mario Luvcić Leonidas Guibas Klaus Greff Thomas Kipf ViT OCL 79 94 0 14 Jun 2022
Unsupervised Image Representation Learning with Deep Latent Particles Tal Daniel Aviv Tamar OCL SSL 53 12 0 31 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 112 120 0 27 May 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 105 14 0 18 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 515 6,279 0 05 Apr 2022
Delving Deeper into Cross-lingual Visual Question Answering Chen Cecilia Liu Jonas Pfeiffer Anna Korhonen Ivan Vulić Iryna Gurevych 80 8 0 15 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 463 15,665 0 20 Dec 2021
Conditional Object-Centric Learning from Video Thomas Kipf Gamaleldin F. Elsayed Aravindh Mahendran Austin Stone S. Sabour G. Heigold Rico Jonschkowski Alexey Dosovitskiy Klaus Greff OCL 105 218 0 24 Nov 2021
ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation Laurynas Karazija Iro Laina Christian Rupprecht 3DV VOS 127 90 0 19 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,814 0 11 Nov 2021
Dynamic Visual Reasoning by Learning Differentiable Physics Models from Video and Language Mingyu Ding Zhenfang Chen Tao Du Ping Luo J. Tenenbaum Chuang Gan VGen PINN OCL 90 75 0 28 Oct 2021
Illiterate DALL-E Learns to Compose Gautam Singh Fei Deng Sungjin Ahn CoGe OCL 114 139 0 17 Oct 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 251 421 0 10 Sep 2021
Generative Video Transformer: Can Objects be the Words? Yi-Fu Wu Jaesik Yoon Sungjin Ahn ViT 87 34 0 20 Jul 2021
Structured World Belief for Reinforcement Learning in POMDP Gautam Singh Skand Peri Junghyun Kim Hyunseok Kim Sungjin Ahn OCL 59 28 0 19 Jul 2021
Generalization and Robustness Implications in Object-Centric Learning Andrea Dittadi Samuele Papa Michele De Vita Bernhard Schölkopf Ole Winther Francesco Locatello OCL OOD 75 76 0 01 Jul 2021