Cover Image

Beyond Perception: Evaluating Abstract Visual Reasoning through Multi-Stage Task

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Jiang, Yanbei, Ding, Yihao, Lei, Chao, Ao, Jiayang, Lau, Jey Han, Ehinger, Krista A.
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PROPA: Toward Process-level Optimization in Visual Reasoning via Reinforcement Learning
by: Jiang, Yanbei, et al.
Published: (2025)

KALE: An Artwork Image Captioning System Augmented with Heterogeneous Graph
by: Jiang, Yanbei, et al.
Published: (2024)

Open-World Amodal Appearance Completion
by: Ao, Jiayang, et al.
Published: (2024)

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis
by: Ma, Xueqi, et al.
Published: (2025)

Sequential Amodal Segmentation via Cumulative Occlusion Learning
by: Ao, Jiayang, et al.
Published: (2024)

Perceiving Longer Sequences With Bi-Directional Cross-Attention Transformers
by: Hiller, Markus, et al.
Published: (2024)

Reasoning-Driven Amodal Completion: Collaborative Agents and Perceptual Evaluation
by: Fan, Hongxing, et al.
Published: (2025)

Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning
by: Shi, Fan, et al.
Published: (2025)

SynDoc: A Hybrid Discriminative-Generative Framework for Enhancing Synthetic Domain-Adaptive Document Key Information Extraction
by: Ding, Yihao, et al.
Published: (2025)

Investigating The Functional Roles of Attention Heads in Vision Language Models: Evidence for Reasoning Modules
by: Jiang, Yanbei, et al.
Published: (2025)

Improving Denoising Diffusion Models via Simultaneous Estimation of Image and Noise
by: Zhang, Zhenkai, et al.
Published: (2023)

Attention in Space: Functional Roles of VLM Heads for Spatial Reasoning
by: Ma, Xueqi, et al.
Published: (2026)

PointNet4D: A Lightweight 4D Point Cloud Video Backbone for Online and Offline Perception in Robotic Applications
by: Liu, Yunze, et al.
Published: (2025)

MVPBench: A Multi-Video Perception Evaluation Benchmark for Multi-Modal Video Understanding
by: Bai, Purui, et al.
Published: (2026)

A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging Trends
by: Ding, Yihao, et al.
Published: (2025)

Advancing Generalization Across a Variety of Abstract Visual Reasoning Tasks
by: Małkiński, Mikołaj, et al.
Published: (2025)

KG-ViP: Bridging Knowledge Grounding and Visual Perception in Multi-modal LLMs for Visual Question Answering
by: Li, Zhiyang, et al.
Published: (2026)

Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models
by: Chen, Yan, et al.
Published: (2025)

Multi-Label Contrastive Learning for Abstract Visual Reasoning
by: Małkiński, Mikołaj, et al.
Published: (2020)

VisualQuest: A Benchmark for Abstract Visual Reasoning in MLLMs
by: Xiao, Kelaiti, et al.
Published: (2025)

Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning
by: Nai, Ruiqian, et al.
Published: (2024)

Learning Visual Abstract Reasoning through Dual-Stream Networks
by: Zhao, Kai, et al.
Published: (2024)

VisuRiddles: Fine-grained Perception is a Primary Bottleneck for Multimodal Large Language Models in Abstract Visual Reasoning
by: Yan, Hao, et al.
Published: (2025)

StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning
by: He, Xixiang, et al.
Published: (2026)

VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning
by: Huang, Muye, et al.
Published: (2024)

TriLiteNet: Lightweight Model for Multi-Task Visual Perception
by: Che, Quang-Huy, et al.
Published: (2025)

Learning A Low-Level Vision Generalist via Visual Task Prompt
by: Chen, Xiangyu, et al.
Published: (2024)

Beyond Accuracy: Evaluating Visual Grounding In Multimodal Medical Reasoning
by: Zafar, Anas, et al.
Published: (2026)

Generalized Planning for the Abstraction and Reasoning Corpus
by: Lei, Chao, et al.
Published: (2024)

PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns
by: Chia, Yew Ken, et al.
Published: (2024)

GPT4Image: Large Pre-trained Models Help Vision Models Learn Better on Perception Task
by: Ding, Ning, et al.
Published: (2023)

3MVRD: Multimodal Multi-task Multi-teacher Visually-Rich Form Document Understanding
by: Ding, Yihao, et al.
Published: (2024)

MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning
by: Jiang, Yifan, et al.
Published: (2024)

Improving Visual Reasoning with Iterative Evidence Refinement
by: Shi, Zeru, et al.
Published: (2026)

VRD-IU: Lessons from Visually Rich Document Intelligence and Understanding
by: Ding, Yihao, et al.
Published: (2025)

Deep Learning based Visually Rich Document Content Understanding: A Survey
by: Ding, Yihao, et al.
Published: (2024)

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language
by: Praharaj, Ipsita, et al.
Published: (2025)

Slot Abstractors: Toward Scalable Abstract Visual Reasoning
by: Mondal, Shanka Subhra, et al.
Published: (2024)

A Disease-Aware Dual-Stage Framework for Chest X-ray Report Generation
by: Wu, Puzhen, et al.
Published: (2025)

Marmot: Object-Level Self-Correction via Multi-Agent Reasoning
by: Sun, Jiayang, et al.
Published: (2025)