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Physion: Evaluating Physical Prediction from Vision in Humans and
  Machines
v1v2v3 (latest)

Physion: Evaluating Physical Prediction from Vision in Humans and Machines

15 June 2021
Daniel M. Bear
E. Wang
Damian Mrowca
Felix Binder
Hsiau-Yu Fish Tung
R. T. Pramod
Cameron Holdaway
Sirui Tao
Kevin A. Smith
Fan-Yun Sun
Li Fei-Fei
Nancy Kanwisher
J. Tenenbaum
Daniel L. K. Yamins
Judith E. Fan
    OOD
ArXiv (abs)PDFHTMLGithub

Papers citing "Physion: Evaluating Physical Prediction from Vision in Humans and Machines"

50 / 73 papers shown
Benchmarking Scientific Understanding and Reasoning for Video Generation using VideoScience-Bench
Benchmarking Scientific Understanding and Reasoning for Video Generation using VideoScience-Bench
Lanxiang Hu
Abhilash Shankarampeta
Yixin Huang
Zilin Dai
Haoyang Yu
Yujie Zhao
Haoqiang Kang
Daniel Zhao
Tajana Rosing
Hao Zhang
VGenLRM
270
1
0
02 Dec 2025
Objects in Generated Videos Are Slower Than They Appear: Models Suffer Sub-Earth Gravity and Don't Know Galileo's Principle...for now
Objects in Generated Videos Are Slower Than They Appear: Models Suffer Sub-Earth Gravity and Don't Know Galileo's Principle...for now
Varun Varma Thozhiyoor
Shivam Tripathi
Venkatesh Babu Radhakrishnan
Anand Bhattad
VGen
146
0
0
01 Dec 2025
Towards aligned body representations in vision models
Towards aligned body representations in vision models
Andrey Gizdov
Andrea Procopio
Yichen Li
Daniel Harari
Tomer Ullman
OCL
235
0
0
29 Nov 2025
SRNN: Spatiotemporal Relational Neural Network for Intuitive Physics Understanding
SRNN: Spatiotemporal Relational Neural Network for Intuitive Physics Understanding
Fei Yang
210
0
0
10 Nov 2025
Learning Interactive World Model for Object-Centric Reinforcement Learning
Learning Interactive World Model for Object-Centric Reinforcement Learning
Fan Feng
Phillip Lippe
Sara Magliacane
OffRLOCL
398
4
0
04 Nov 2025
LikePhys: Evaluating Intuitive Physics Understanding in Video Diffusion Models via Likelihood Preference
LikePhys: Evaluating Intuitive Physics Understanding in Video Diffusion Models via Likelihood Preference
Jianhao Yuan
Fabio Pizzati
Francesco Pinto
Lars Kunze
Ivan Laptev
Paul Newman
Philip Torr
D. Martini
DiffMVGen
238
5
0
13 Oct 2025
Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI
Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI
Kun Xiang
Terry Jingchen Zhang
Yinya Huang
Jixi He
Zirong Liu
...
J. N. Han
Hang Xu
Han Li
Bin Dong
Xiaodan Liang
PINNAI4CE
459
1
0
06 Oct 2025
Inferring Dynamic Physical Properties from Video Foundation Models
Inferring Dynamic Physical Properties from Video Foundation Models
Guanqi Zhan
Xianzheng Ma
Weidi Xie
Andrew Zisserman
VGenAI4CE
201
4
0
02 Oct 2025
InPhyRe Discovers: Large Multimodal Models Struggle in Inductive Physical Reasoning
InPhyRe Discovers: Large Multimodal Models Struggle in Inductive Physical Reasoning
Gautam Sreekumar
Vishnu Boddeti
ReLMLRM
288
0
0
12 Sep 2025
Pixie: Fast and Generalizable Supervised Learning of 3D Physics from Pixels
Pixie: Fast and Generalizable Supervised Learning of 3D Physics from Pixels
Long Le
Ryan Lucas
Chen Wang
Chuhao Chen
Dinesh Jayaraman
Eric Eaton
Lingjie Liu
3DH
264
12
0
20 Aug 2025
Inducing Causal World Models in LLMs for Zero-Shot Physical Reasoning
Inducing Causal World Models in LLMs for Zero-Shot Physical Reasoning
Aditya Sharma
Ananya Gupta
Chengyu Wang
Chiamaka Adebayo
Chiamaka Adebayo
LRMAI4CE
404
2
0
26 Jul 2025
IntPhys 2: Benchmarking Intuitive Physics Understanding In Complex Synthetic Environments
IntPhys 2: Benchmarking Intuitive Physics Understanding In Complex Synthetic Environments
Florian Bordes
Q. Garrido
Justine T Kao
Adina Williams
Michael G. Rabbat
Emmanuel Dupoux
PINN
314
21
0
11 Jun 2025
A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs
A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs
Benno Krojer
Mojtaba Komeili
Candace Ross
Q. Garrido
Koustuv Sinha
Nicolas Ballas
Mahmoud Assran
471
11
0
11 Jun 2025
Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations
Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations
Linjie Li
Mahtab Bigverdi
Jiawei Gu
Zixian Ma
Yinuo Yang
Ziang Li
Yejin Choi
Ranjay Krishna
LRM
288
17
0
05 Jun 2025
Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT
Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT
Zhuobai Dong
Junchao Yi
Ziyuan Zheng
Haochen Han
Xiangxi Zheng
Alex Jinpeng Wang
Fangming Liu
Linjie Li
ReLMLRM
323
4
0
30 May 2025
SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning
SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning
Kun Xiang
Heng Li
Terry Jingchen Zhang
Yinya Huang
Zirong Liu
...
J. N. Han
Hang Xu
Hanhui Li
Mrinmaya Sachan
Xiaodan Liang
LRM
777
20
0
25 May 2025
CHART-6: Human-Centered Evaluation of Data Visualization Understanding in Vision-Language Models
CHART-6: Human-Centered Evaluation of Data Visualization Understanding in Vision-Language Models
Arnav Verma
Kushin Mukherjee
Christopher Potts
Elisa Kreiss
Judith E. Fan
246
3
0
22 May 2025
SPhyR: Spatial-Physical Reasoning Benchmark on Material Distribution
SPhyR: Spatial-Physical Reasoning Benchmark on Material Distribution
Philipp D. Siedler
360
0
0
21 May 2025
Exploring the Evolution of Physics Cognition in Video Generation: A Survey
Exploring the Evolution of Physics Cognition in Video Generation: A Survey
Minghui Lin
Xiang Wang
Longji Xu
Shu Wang
Fengqi Dai
...
Cunxiang Wang
Zhengrong Zuo
Nong Sang
Siteng Huang
Donglin Wang
EGVMVGen
465
27
0
27 Mar 2025
Cognitive Science-Inspired Evaluation of Core Capabilities for Object Understanding in AI
Cognitive Science-Inspired Evaluation of Core Capabilities for Object Understanding in AI
Danaja Rutar
Alva Markelius
Konstantinos Voudouris
José Hernández-Orallo
Lucy G. Cheke
OCLELM
579
2
0
27 Mar 2025
Synthetic Video Enhances Physical Fidelity in Video Synthesis
Synthetic Video Enhances Physical Fidelity in Video Synthesis
Qi Zhao
Xingyu Ni
Ziyu Wang
Feng Cheng
Ziyan Yang
Lu Jiang
Bohan Wang
VGen
359
13
0
26 Mar 2025
Self-Supervised Learning of Motion Concepts by Optimizing Counterfactuals
Self-Supervised Learning of Motion Concepts by Optimizing Counterfactuals
Stefan Stojanov
David Wendt
Seungwoo Kim
R. Venkatesh
Kevin T. Feigelis
Jiajun Wu
Daniel L. K. Yamins
SSL
399
4
0
25 Mar 2025
PISA Experiments: Exploring Physics Post-Training for Video Diffusion Models by Watching Stuff Drop
PISA Experiments: Exploring Physics Post-Training for Video Diffusion Models by Watching Stuff Drop
Chenyu Li
Oscar Michel
Xichen Pan
Sainan Liu
Mike Roberts
Saining Xie
VGen
262
33
0
12 Mar 2025
Brain-Model Evaluations Need the NeuroAI Turing Test
Brain-Model Evaluations Need the NeuroAI Turing Test
Jenelle Feather
Meenakshi Khosla
N. Apurva Ratan Murty
Aran Nayebi
437
15
0
22 Feb 2025
Scaling 4D Representations
Scaling 4D Representations
João Carreira
Dilara Gokay
Michael King
Chuhan Zhang
Ignacio Rocco
...
Viorica Patraucean
Dima Damen
Pauline Luc
Mehdi S. M. Sajjadi
Andrew Zisserman
506
23
0
19 Dec 2024
PhysGame: Uncovering Physical Commonsense Violations in Gameplay Videos
PhysGame: Uncovering Physical Commonsense Violations in Gameplay Videos
Meng Cao
Haoran Tang
Haoze Zhao
Hangyu Guo
Jing Liu
Ge Zhang
Ruyang Liu
Qiang Sun
Ian Reid
Xiaodan Liang
591
13
0
02 Dec 2024
Motion Dreamer: Boundary Conditional Motion Reasoning for Physically Coherent Video Generation
Motion Dreamer: Boundary Conditional Motion Reasoning for Physically Coherent Video Generation
Tianshuo Xu
Zhifei Chen
Leyi Wu
Hao Lu
Yuying Chen
Lihui Jiang
Bingbing Liu
Yingcong Chen
VGen
455
2
0
30 Nov 2024
Object-Centric Temporal Consistency via Conditional Autoregressive
  Inductive Biases
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases
Cristian Meo
Akihiro Nakano
Mircea Lica
Aniket Didolkar
Masahiro Suzuki
Anirudh Goyal
Mengmi Zhang
Justin Dauwels
Y. Matsuo
Yoshua Bengio
OCL
336
4
0
21 Oct 2024
DEL: Discrete Element Learner for Learning 3D Particle Dynamics with
  Neural Rendering
DEL: Discrete Element Learner for Learning 3D Particle Dynamics with Neural RenderingNeural Information Processing Systems (NeurIPS), 2024
Jiaxu Wang
Jingkai Sun
Junhao He
Ziyi Zhang
Changwei Wang
Mingyuan Sun
Zhanchen Zhu
AI4CE
355
3
0
11 Oct 2024
MBDS: A Multi-Body Dynamics Simulation Dataset for Graph Networks
  Simulators
MBDS: A Multi-Body Dynamics Simulation Dataset for Graph Networks Simulators
Sheng Yang
Fengge Wu
Junsuo Zhao
AI4CE
244
1
0
04 Oct 2024
Compositional Physical Reasoning of Objects and Events from Videos
Compositional Physical Reasoning of Objects and Events from VideosIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Zhenfang Chen
Shilong Dong
Kexin Yi
Yunzhu Li
Mingyu Ding
Antonio Torralba
Joshua B. Tenenbaum
Chuang Gan
OCL
469
10
0
02 Aug 2024
HDNet: Physics-Inspired Neural Network for Flow Estimation based on
  Helmholtz Decomposition
HDNet: Physics-Inspired Neural Network for Flow Estimation based on Helmholtz Decomposition
Miao Qi
R. Idoughi
Wolfgang Heidrich
PINNMDE
232
1
0
12 Jun 2024
Broadcasting Support Relations Recursively from Local Dynamics for
  Object Retrieval in Clutters
Broadcasting Support Relations Recursively from Local Dynamics for Object Retrieval in Clutters
Yitong Li
Kai Cheng
Haoran Lu
Chuanruo Ning
Yan Shen
Guanqi Zhan
Hao Dong
308
7
0
04 Jun 2024
Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering
Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering
Xingrui Wang
Wufei Ma
Angtian Wang
Shuo Chen
Adam Kortylewski
Yaoyao Liu
497
17
0
02 Jun 2024
Transformers and Slot Encoding for Sample Efficient Physical World
  Modelling
Transformers and Slot Encoding for Sample Efficient Physical World Modelling
Francesco Petri
Luigi Asprino
Aldo Gangemi
OCLViT
337
0
0
30 May 2024
PhyPlan: Generalizable and Rapid Physical Task Planning with Physics
  Informed Skill Networks for Robot Manipulators
PhyPlan: Generalizable and Rapid Physical Task Planning with Physics Informed Skill Networks for Robot Manipulators
Mudit Chopra
Abhinav Barnawal
Harshil Vagadia
Tamajit Banerjee
Shreshth Tuli
Souvik Chakraborty
Rohan Paul
LRMPINN
308
2
0
22 Apr 2024
Object Dynamics Modeling with Hierarchical Point Cloud-based
  Representations
Object Dynamics Modeling with Hierarchical Point Cloud-based Representations
Chanho Kim
Fuxin Li
AI4CE3DPC
302
1
0
09 Apr 2024
Learning Physical Dynamics for Object-centric Visual Prediction
Learning Physical Dynamics for Object-centric Visual Prediction
Hui Xu
Tao Chen
Feng Xu
OCL
271
0
0
15 Mar 2024
A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications
A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications
Jiaqi Han
Jiacheng Cen
Liming Wu
Zongzhao Li
Xiangzhe Kong
...
Zhewei Wei
Deli Zhao
Yu Rong
Wenbing Huang
Wenbing Huang
AI4CE
693
69
0
01 Mar 2024
PhyGrasp: Generalizing Robotic Grasping with Physics-informed Large
  Multimodal Models
PhyGrasp: Generalizing Robotic Grasping with Physics-informed Large Multimodal Models
Dingkun Guo
Yuqi Xiang
Shuqi Zhao
Xinghao Zhu
Masayoshi Tomizuka
Mingyu Ding
Wei Zhan
280
16
0
26 Feb 2024
PhyPlan: Compositional and Adaptive Physical Task Reasoning with
  Physics-Informed Skill Networks for Robot Manipulators
PhyPlan: Compositional and Adaptive Physical Task Reasoning with Physics-Informed Skill Networks for Robot Manipulators
Harshil Vagadia
Mudit Chopra
Abhinav Barnawal
Tamajit Banerjee
Shreshth Tuli
Souvik Chakraborty
Rohan Paul
PINNLRM
183
6
0
24 Feb 2024
ContPhy: Continuum Physical Concept Learning and Reasoning from Videos
ContPhy: Continuum Physical Concept Learning and Reasoning from Videos
Zhicheng Zheng
Xin Yan
Zhenfang Chen
Jingzhou Wang
Qin Zhi Eddie Lim
Joshua B. Tenenbaum
Chuang Gan
LRM
249
22
0
09 Feb 2024
How does the primate brain combine generative and discriminative
  computations in vision?
How does the primate brain combine generative and discriminative computations in vision?
Benjamin Peters
J. DiCarlo
Todd Gureckis
Ralf Haefner
Leyla Isik
...
Kimberly Stachenfeld
Zenna Tavares
Doris Y. Tsao
Ilker Yildirim
N. Kriegeskorte
298
9
0
11 Jan 2024
Benchmarks for Physical Reasoning AI
Benchmarks for Physical Reasoning AI
Andrew Melnik
Robin Schiewer
Moritz Lange
Andrei Muresanu
Mozhgan Saeidi
Animesh Garg
Helge J. Ritter
396
10
0
17 Dec 2023
Counterfactual World Modeling for Physical Dynamics Understanding
Counterfactual World Modeling for Physical Dynamics Understanding
Rahul Venkatesh
Honglin Chen
Kevin T. Feigelis
Daniel M. Bear
Khaled Jedoui
...
Wanhee Lee
Sherry Liu
Kevin A. Smith
Judith E. Fan
Daniel L. K. Yamins
VGen
408
9
0
11 Dec 2023
Robo360: A 3D Omnispective Multi-Material Robotic Manipulation Dataset
Robo360: A 3D Omnispective Multi-Material Robotic Manipulation Dataset
Litian Liang
Liuyu Bian
Caiwei Xiao
Jialin Zhang
Linghao Chen
Isabella Liu
Fanbo Xiang
Zhiao Huang
Hao Su
255
6
0
09 Dec 2023
SEVA: Leveraging sketches to evaluate alignment between human and
  machine visual abstraction
SEVA: Leveraging sketches to evaluate alignment between human and machine visual abstractionNeural Information Processing Systems (NeurIPS), 2023
Kushin Mukherjee
Holly Huey
Xuanchen Lu
Yael Vinker
Rio Aguina-Kang
Ariel Shamir
Judith E. Fan
394
23
0
05 Dec 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in
  Visual World Models
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World ModelsNeural Information Processing Systems (NeurIPS), 2023
Yeongbin Kim
Gautam Singh
Junyeong Park
Çağlar Gülçehre
Sungjin Ahn
OCLVLM
292
9
0
15 Nov 2023
Physics-Based Task Generation through Causal Sequence of Physical
  Interactions
Physics-Based Task Generation through Causal Sequence of Physical InteractionsArtificial Intelligence and Interactive Digital Entertainment Conference (AIIDE), 2023
C. Gamage
Vimukthini Pinto
Matthew Stephenson
Jochen Renz
172
1
0
05 Aug 2023
Physion++: Evaluating Physical Scene Understanding that Requires Online
  Inference of Different Physical Properties
Physion++: Evaluating Physical Scene Understanding that Requires Online Inference of Different Physical PropertiesNeural Information Processing Systems (NeurIPS), 2023
H. Tung
Mingyu Ding
Zhenfang Chen
Daniel M. Bear
Chuang Gan
J. Tenenbaum
Daniel L. K. Yamins
Judy Fan
Kevin A. Smith
274
33
0
27 Jun 2023
12
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