SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models

12 October 2022

Papers citing "SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models"

24 / 24 papers shown

Title
Learning Local Causal World Models with State Space Models and Attention Francesco Petri Luigi Asprino Aldo Gangemi CML 40 0 0 04 May 2025
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning Aniket Didolkar Andrii Zadaianchuk Rabiul Awal Maximilian Seitzer E. Gavves Aishwarya Agrawal OCL VLM 86 2 0 27 Mar 2025
Object-Centric World Model for Language-Guided Manipulation Youngjoon Jeong Junha Chun S. Cha Taesup Kim OCL VGen 141 1 0 08 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VLM 191 0 0 27 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 73 0 0 17 Feb 2025
Slot-BERT: Self-supervised Object Discovery in Surgical Video Guiqiu Liao M. Jogan Marcel Hussing Kenta Nakahashi Kazuhiro Yasufuku Amin Madani Eric Eaton Daniel A. Hashimoto 127 0 0 21 Jan 2025
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 131 0 0 28 Oct 2024
Next state prediction gives rise to entangled, yet compositional representations of objects Tankred Saanum Luca M. Schulze Buschoff Peter Dayan Eric Schulz OCL CoGe OOD 30 1 0 07 Oct 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 44 5 0 22 Jul 2024
Attention Normalization Impacts Cardinality Generalization in Slot Attention Markus Krimmel Jan Achterhold Joerg Stueckler OCL 39 0 0 04 Jul 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 38 0 0 29 Apr 2024
Entity-Centric Reinforcement Learning for Object Manipulation from Pixels Dan Haramati Tal Daniel Aviv Tamar LM&Ro OffRL OCL 34 10 0 01 Apr 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 46 2 0 22 Mar 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 46 1 0 02 Feb 2024
Loci-Segmented: Improving Scene Segmentation Learning Manuel Traub Frederic Becker Adrian Sauter S. Otte Martin Volker Butz 26 2 0 16 Oct 2023
Learning Object Permanence from Videos via Latent Imaginations Manuel Traub Frederic Becker S. Otte Martin Volker Butz 27 1 0 16 Oct 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 30 44 0 18 May 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 28 4 0 21 Feb 2023
Disentangled Representation Learning Xin Eric Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 32 77 0 21 Nov 2022
VideoGPT: Video Generation using VQ-VAE and Transformers Wilson Yan Yunzhi Zhang Pieter Abbeel A. Srinivas ViT VGen 245 484 0 20 Apr 2021
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,099 0 02 Dec 2016
A Compositional Object-Based Approach to Learning Physical Dynamics Michael Chang T. Ullman Antonio Torralba J. Tenenbaum AI4CE OCL 241 438 0 01 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 278 1,400 0 01 Dec 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,903 0 13 Jun 2015