Cover Image

Video-R2: Reinforcing Consistent and Grounded Reasoning in Multimodal Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Maaz, Muhammad, Rasheed, Hanoona, Khan, Fahad Shahbaz, Khan, Salman
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models
by: Maaz, Muhammad, et al.
Published: (2023)

VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding
by: Maaz, Muhammad, et al.
Published: (2024)

Video-CoM: Interactive Video Reasoning via Chain of Manipulations
by: Rasheed, Hanoona, et al.
Published: (2025)

VideoMathQA: Benchmarking Mathematical Reasoning via Multimodal Understanding in Videos
by: Rasheed, Hanoona, et al.
Published: (2025)

UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation
by: Shaker, Abdelrahman, et al.
Published: (2022)

GLaMM: Pixel Grounding Large Multimodal Model
by: Rasheed, Hanoona, et al.
Published: (2023)

PALO: A Polyglot Large Multimodal Model for 5B People
by: Maaz, Muhammad, et al.
Published: (2024)

Mobile-VideoGPT: Fast and Accurate Model for Mobile Video Understanding
by: Shaker, Abdelrahman, et al.
Published: (2025)

VideoGLaMM: A Large Multimodal Model for Pixel-Level Visual Grounding in Videos
by: Munasinghe, Shehan, et al.
Published: (2024)

Video-GroundingDINO: Towards Open-Vocabulary Spatio-Temporal Video Grounding
by: Wasim, Syed Talal, et al.
Published: (2023)

Vocabulary-free Fine-grained Visual Recognition via Enriched Contextually Grounded Vision-Language Model
by: Demidov, Dmitry, et al.
Published: (2025)

VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding
by: Mahmood, Ahmad, et al.
Published: (2024)

Interpretable Zero-Shot Learning with Locally-Aligned Vision-Language Model
by: Chen, Shiming, et al.
Published: (2025)

How Good is my Video LMM? Complex Video Reasoning and Robustness Evaluation Suite for Video-LMMs
by: Khattak, Muhammad Uzair, et al.
Published: (2024)

Language Guided Domain Generalized Medical Image Segmentation
by: Kunhimon, Shahina, et al.
Published: (2024)

VideoMolmo: Spatio-Temporal Grounding Meets Pointing
by: Ahmad, Ghazi Shazan, et al.
Published: (2025)

GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing
by: Shabbir, Akashah, et al.
Published: (2025)

Tracking Meets Large Multimodal Models for Driving Scenario Understanding
by: Ishaq, Ayesha, et al.
Published: (2025)

VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs
by: Bharadwaj, Rohit, et al.
Published: (2024)

CDChat: A Large Multimodal Model for Remote Sensing Change Description
by: Noman, Mubashir, et al.
Published: (2024)

Cross-Modal Self-Training: Aligning Images and Pointclouds to Learn Classification without Labels
by: Dharmasiri, Amaya, et al.
Published: (2024)

UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities
by: Khattak, Muhammad Uzair, et al.
Published: (2024)

Beyond Simple Edits: Composed Video Retrieval with Dense Modifications
by: Thawakar, Omkar, et al.
Published: (2025)

Composed Video Retrieval via Enriched Context and Discriminative Embeddings
by: Thawakar, Omkar, et al.
Published: (2024)

BAPLe: Backdoor Attacks on Medical Foundational Models using Prompt Learning
by: Hanif, Asif, et al.
Published: (2024)

Towards Evaluating the Robustness of Visual State Space Models
by: Malik, Hashmat Shadab, et al.
Published: (2024)

DEFT: Decompositional Efficient Fine-Tuning for Text-to-Image Models
by: Kumar, Komal, et al.
Published: (2025)

ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes
by: Malik, Hashmat Shadab, et al.
Published: (2024)

Not All Modalities Are Equal: Instruction-Aware Gating for Multimodal Videos
by: Ding, Bonan, et al.
Published: (2026)

Open-Vocabulary Temporal Action Localization using Multimodal Guidance
by: Gupta, Akshita, et al.
Published: (2024)

WorldCache: Content-Aware Caching for Accelerated Video World Models
by: Nawaz, Umair, et al.
Published: (2026)

Hierarchical Self-Supervised Adversarial Training for Robust Vision Models in Histopathology
by: Malik, Hashmat Shadab, et al.
Published: (2025)

GroupMamba: Efficient Group-Based Visual State Space Model
by: Shaker, Abdelrahman, et al.
Published: (2024)

AURORA:Augmented Understanding via Structured Reasoning and Reinforcement Learning for Reference Audio-Visual Segmentation
by: Luo, Ziyang, et al.
Published: (2025)

MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning
by: Ashraf, Tajamul, et al.
Published: (2025)

GenZSL: Generative Zero-Shot Learning Via Inductive Variational Autoencoder
by: Chen, Shiming, et al.
Published: (2025)

Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning
by: Chen, Shiming, et al.
Published: (2024)

Enhancing Novel Object Detection via Cooperative Foundational Models
by: Bharadwaj, Rohit, et al.
Published: (2023)

GeoVLM-R1: Reinforcement Fine-Tuning for Improved Remote Sensing Reasoning
by: Fiaz, Mustansar, et al.
Published: (2025)

ELGC-Net: Efficient Local-Global Context Aggregation for Remote Sensing Change Detection
by: Noman, Mubashir, et al.
Published: (2024)