Think 360°: Evaluating the Width-centric Reasoning Capability of MLLMs Beyond Depth
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Mingrui, Yang, Hexiong, Liu, Haogeng, Huang, Huaibo, He, Ran |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning
by: Chen, Mingrui, et al.
Published: (2025)
by: Chen, Mingrui, et al.
Published: (2025)
Visual Anchors Are Strong Information Aggregators For Multimodal Large Language Model
by: Liu, Haogeng, et al.
Published: (2024)
by: Liu, Haogeng, et al.
Published: (2024)
Semantic Equitable Clustering: A Simple and Effective Strategy for Clustering Vision Tokens
by: Fan, Qihang, et al.
Published: (2024)
by: Fan, Qihang, et al.
Published: (2024)
Advancing Vision Transformer with Enhanced Spatial Priors
by: Fan, Qihang, et al.
Published: (2026)
by: Fan, Qihang, et al.
Published: (2026)
RMT: Retentive Networks Meet Vision Transformers
by: Fan, Qihang, et al.
Published: (2023)
by: Fan, Qihang, et al.
Published: (2023)
DeVAn: Dense Video Annotation for Video-Language Models
by: Liu, Tingkai, et al.
Published: (2023)
by: Liu, Tingkai, et al.
Published: (2023)
InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning
by: Han, Xiaotian, et al.
Published: (2024)
by: Han, Xiaotian, et al.
Published: (2024)
InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding
by: Liu, Haogeng, et al.
Published: (2024)
by: Liu, Haogeng, et al.
Published: (2024)
Breaking the Low-Rank Dilemma of Linear Attention
by: Fan, Qihang, et al.
Published: (2024)
by: Fan, Qihang, et al.
Published: (2024)
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration
by: Ai, Yuang, et al.
Published: (2024)
by: Ai, Yuang, et al.
Published: (2024)
Marmot: Object-Level Self-Correction via Multi-Agent Reasoning
by: Sun, Jiayang, et al.
Published: (2025)
by: Sun, Jiayang, et al.
Published: (2025)
ZePo: Zero-Shot Portrait Stylization with Faster Sampling
by: Liu, Jin, et al.
Published: (2024)
by: Liu, Jin, et al.
Published: (2024)
Video-MSR: Benchmarking Multi-hop Spatial Reasoning Capabilities of MLLMs
by: Zhu, Rui, et al.
Published: (2026)
by: Zhu, Rui, et al.
Published: (2026)
MVPBench: A Multi-Video Perception Evaluation Benchmark for Multi-Modal Video Understanding
by: Bai, Purui, et al.
Published: (2026)
by: Bai, Purui, et al.
Published: (2026)
From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMs
by: Wu, Mingrui, et al.
Published: (2025)
by: Wu, Mingrui, et al.
Published: (2025)
Random Wins All: Rethinking Grouping Strategies for Vision Tokens
by: Fan, Qihang, et al.
Published: (2026)
by: Fan, Qihang, et al.
Published: (2026)
Rectifying Magnitude Neglect in Linear Attention
by: Fan, Qihang, et al.
Published: (2025)
by: Fan, Qihang, et al.
Published: (2025)
NOFT: Test-Time Noise Finetune via Information Bottleneck for Highly Correlated Asset Creation
by: Li, Jia, et al.
Published: (2025)
by: Li, Jia, et al.
Published: (2025)
Lightweight Vision Transformer with Bidirectional Interaction
by: Fan, Qihang, et al.
Published: (2023)
by: Fan, Qihang, et al.
Published: (2023)
Beyond Thinking: Imagining in 360$^\circ$ for Humanoid Visual Search
by: Zhang, Jingdong, et al.
Published: (2026)
by: Zhang, Jingdong, et al.
Published: (2026)
Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning
by: Guo, Longteng, et al.
Published: (2026)
by: Guo, Longteng, et al.
Published: (2026)
Multimodal Prompt Perceiver: Empower Adaptiveness, Generalizability and Fidelity for All-in-One Image Restoration
by: Ai, Yuang, et al.
Published: (2023)
by: Ai, Yuang, et al.
Published: (2023)
Breaking Complexity Barriers: High-Resolution Image Restoration with Rank Enhanced Linear Attention
by: Ai, Yuang, et al.
Published: (2025)
by: Ai, Yuang, et al.
Published: (2025)
InfoBFR: Real-World Blind Face Restoration via Information Bottleneck
by: Gao, Nan, et al.
Published: (2025)
by: Gao, Nan, et al.
Published: (2025)
Parallel Augmentation and Dual Enhancement for Occluded Person Re-identification
by: Wang, Zi, et al.
Published: (2022)
by: Wang, Zi, et al.
Published: (2022)
Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
by: Ai, Yuang, et al.
Published: (2023)
by: Ai, Yuang, et al.
Published: (2023)
Vision Transformer with Super Token Sampling
by: Huang, Huaibo, et al.
Published: (2022)
by: Huang, Huaibo, et al.
Published: (2022)
SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward
by: Fan, Kaixuan, et al.
Published: (2025)
by: Fan, Kaixuan, et al.
Published: (2025)
Revisiting MLLMs: An In-Depth Analysis of Image Classification Abilities
by: Liu, Huan, et al.
Published: (2024)
by: Liu, Huan, et al.
Published: (2024)
DiCo: Revitalizing ConvNets for Scalable and Efficient Diffusion Modeling
by: Ai, Yuang, et al.
Published: (2025)
by: Ai, Yuang, et al.
Published: (2025)
Video-SafetyBench: A Benchmark for Safety Evaluation of Video LVLMs
by: Liu, Xuannan, et al.
Published: (2025)
by: Liu, Xuannan, et al.
Published: (2025)
Cross360: 360° Monocular Depth Estimation via Cross Projections Across Scales
by: Huang, Kun, et al.
Published: (2026)
by: Huang, Kun, et al.
Published: (2026)
OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding
by: Lin, Jingli, et al.
Published: (2025)
by: Lin, Jingli, et al.
Published: (2025)
GRIT: Teaching MLLMs to Think with Images
by: Fan, Yue, et al.
Published: (2025)
by: Fan, Yue, et al.
Published: (2025)
Thinking in 360°: Humanoid Visual Search in the Wild
by: Yu, Heyang, et al.
Published: (2025)
by: Yu, Heyang, et al.
Published: (2025)
EgoThink: Evaluating First-Person Perspective Thinking Capability of Vision-Language Models
by: Cheng, Sijie, et al.
Published: (2023)
by: Cheng, Sijie, et al.
Published: (2023)
SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
by: Zhu, Muzhi, et al.
Published: (2025)
by: Zhu, Muzhi, et al.
Published: (2025)
VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning
by: Wang, Qi, et al.
Published: (2025)
by: Wang, Qi, et al.
Published: (2025)
ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations
by: Wu, Xuecheng, et al.
Published: (2025)
by: Wu, Xuecheng, et al.
Published: (2025)
Training-Free Reasoning and Reflection in MLLMs
by: Wei, Hongchen, et al.
Published: (2025)
by: Wei, Hongchen, et al.
Published: (2025)
Similar Items
-
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning
by: Chen, Mingrui, et al.
Published: (2025) -
Visual Anchors Are Strong Information Aggregators For Multimodal Large Language Model
by: Liu, Haogeng, et al.
Published: (2024) -
Semantic Equitable Clustering: A Simple and Effective Strategy for Clustering Vision Tokens
by: Fan, Qihang, et al.
Published: (2024) -
Advancing Vision Transformer with Enhanced Spatial Priors
by: Fan, Qihang, et al.
Published: (2026) -
RMT: Retentive Networks Meet Vision Transformers
by: Fan, Qihang, et al.
Published: (2023)