Not All Modalities Are Equal: Instruction-Aware Gating for Multimodal Videos
Fuente:
arXiv
Saved in:
| Main Authors: | Ding, Bonan, Nawaz, Umair, Khan, Ufaq, Shaker, Abdelrahman M., Khan, Muhammad Haris, Cao, Jiale, Xie, Jin, Khan, Fahad Shahbaz |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
WorldCache: Content-Aware Caching for Accelerated Video World Models
by: Nawaz, Umair, et al.
Published: (2026)
by: Nawaz, Umair, et al.
Published: (2026)
MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning
by: Ashraf, Tajamul, et al.
Published: (2025)
by: Ashraf, Tajamul, et al.
Published: (2025)
AI in Agriculture: A Survey of Deep Learning Techniques for Crops, Fisheries and Livestock
by: Nawaz, Umair, et al.
Published: (2025)
by: Nawaz, Umair, et al.
Published: (2025)
Mobile-VideoGPT: Fast and Accurate Model for Mobile Video Understanding
by: Shaker, Abdelrahman, et al.
Published: (2025)
by: Shaker, Abdelrahman, et al.
Published: (2025)
VideoMathQA: Benchmarking Mathematical Reasoning via Multimodal Understanding in Videos
by: Rasheed, Hanoona, et al.
Published: (2025)
by: Rasheed, Hanoona, et al.
Published: (2025)
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review
by: Khan, Ufaq, et al.
Published: (2025)
by: Khan, Ufaq, et al.
Published: (2025)
Learnable Weight Initialization for Volumetric Medical Image Segmentation
by: Kunhimon, Shahina, et al.
Published: (2023)
by: Kunhimon, Shahina, et al.
Published: (2023)
GroupMamba: Efficient Group-Based Visual State Space Model
by: Shaker, Abdelrahman, et al.
Published: (2024)
by: Shaker, Abdelrahman, et al.
Published: (2024)
Video-R2: Reinforcing Consistent and Grounded Reasoning in Multimodal Language Models
by: Maaz, Muhammad, et al.
Published: (2025)
by: Maaz, Muhammad, et al.
Published: (2025)
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation
by: Shaker, Abdelrahman, et al.
Published: (2022)
by: Shaker, Abdelrahman, et al.
Published: (2022)
Efficient Video Object Segmentation via Modulated Cross-Attention Memory
by: Shaker, Abdelrahman, et al.
Published: (2024)
by: Shaker, Abdelrahman, et al.
Published: (2024)
MedObvious: Exposing the Medical Moravec's Paradox in VLMs via Clinical Triage
by: Khan, Ufaq, et al.
Published: (2026)
by: Khan, Ufaq, et al.
Published: (2026)
VideoMolmo: Spatio-Temporal Grounding Meets Pointing
by: Ahmad, Ghazi Shazan, et al.
Published: (2025)
by: Ahmad, Ghazi Shazan, et al.
Published: (2025)
VideoGLaMM: A Large Multimodal Model for Pixel-Level Visual Grounding in Videos
by: Munasinghe, Shehan, et al.
Published: (2024)
by: Munasinghe, Shehan, et al.
Published: (2024)
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models
by: Maaz, Muhammad, et al.
Published: (2023)
by: Maaz, Muhammad, et al.
Published: (2023)
SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation
by: Xie, Bin, et al.
Published: (2023)
by: Xie, Bin, et al.
Published: (2023)
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation
by: Sun, Lin, et al.
Published: (2024)
by: Sun, Lin, et al.
Published: (2024)
EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards
by: Thawakar, Omkar, et al.
Published: (2025)
by: Thawakar, Omkar, et al.
Published: (2025)
Cross-Modal Self-Training: Aligning Images and Pointclouds to Learn Classification without Labels
by: Dharmasiri, Amaya, et al.
Published: (2024)
by: Dharmasiri, Amaya, et al.
Published: (2024)
CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization
by: Heakl, Ahmed, et al.
Published: (2026)
by: Heakl, Ahmed, et al.
Published: (2026)
XrayGPT: Chest Radiographs Summarization using Medical Vision-Language Models
by: Thawakar, Omkar, et al.
Published: (2023)
by: Thawakar, Omkar, et al.
Published: (2023)
UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities
by: Khattak, Muhammad Uzair, et al.
Published: (2024)
by: Khattak, Muhammad Uzair, et al.
Published: (2024)
Mobile-O: Unified Multimodal Understanding and Generation on Mobile Device
by: Shaker, Abdelrahman, et al.
Published: (2026)
by: Shaker, Abdelrahman, et al.
Published: (2026)
AgriCLIP: Adapting CLIP for Agriculture and Livestock via Domain-Specialized Cross-Model Alignment
by: Nawaz, Umair, et al.
Published: (2024)
by: Nawaz, Umair, et al.
Published: (2024)
Video-CoM: Interactive Video Reasoning via Chain of Manipulations
by: Rasheed, Hanoona, et al.
Published: (2025)
by: Rasheed, Hanoona, et al.
Published: (2025)
PALO: A Polyglot Large Multimodal Model for 5B People
by: Maaz, Muhammad, et al.
Published: (2024)
by: Maaz, Muhammad, et al.
Published: (2024)
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding
by: Maaz, Muhammad, et al.
Published: (2024)
by: Maaz, Muhammad, et al.
Published: (2024)
DB-SAM: Delving into High Quality Universal Medical Image Segmentation
by: Qin, Chao, et al.
Published: (2024)
by: Qin, Chao, et al.
Published: (2024)
VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs
by: Bharadwaj, Rohit, et al.
Published: (2024)
by: Bharadwaj, Rohit, et al.
Published: (2024)
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding
by: Mahmood, Ahmad, et al.
Published: (2024)
by: Mahmood, Ahmad, et al.
Published: (2024)
Tracking Meets Large Multimodal Models for Driving Scenario Understanding
by: Ishaq, Ayesha, et al.
Published: (2025)
by: Ishaq, Ayesha, 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)
by: Khattak, Muhammad Uzair, et al.
Published: (2024)
Diversity Has Always Been There in Your Visual Autoregressive Models
by: Wang, Tong, et al.
Published: (2025)
by: Wang, Tong, et al.
Published: (2025)
SSLFusion: Scale & Space Aligned Latent Fusion Model for Multimodal 3D Object Detection
by: Ding, Bonan, et al.
Published: (2025)
by: Ding, Bonan, et al.
Published: (2025)
AURORA: Adaptive Unified Representation for Robust Ultrasound Analysis
by: Khan, Ufaq, et al.
Published: (2026)
by: Khan, Ufaq, et al.
Published: (2026)
Video-GroundingDINO: Towards Open-Vocabulary Spatio-Temporal Video Grounding
by: Wasim, Syed Talal, et al.
Published: (2023)
by: Wasim, Syed Talal, et al.
Published: (2023)
MedROV: Towards Real-Time Open-Vocabulary Detection Across Diverse Medical Imaging Modalities
by: Sheikh, Tooba Tehreem, et al.
Published: (2025)
by: Sheikh, Tooba Tehreem, et al.
Published: (2025)
TerraFM: A Scalable Foundation Model for Unified Multisensor Earth Observation
by: Danish, Muhammad Sohail, et al.
Published: (2025)
by: Danish, Muhammad Sohail, et al.
Published: (2025)
Language Guided Domain Generalized Medical Image Segmentation
by: Kunhimon, Shahina, et al.
Published: (2024)
by: Kunhimon, Shahina, et al.
Published: (2024)
Interpretable Zero-Shot Learning with Locally-Aligned Vision-Language Model
by: Chen, Shiming, et al.
Published: (2025)
by: Chen, Shiming, et al.
Published: (2025)
Similar Items
-
WorldCache: Content-Aware Caching for Accelerated Video World Models
by: Nawaz, Umair, et al.
Published: (2026) -
MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning
by: Ashraf, Tajamul, et al.
Published: (2025) -
AI in Agriculture: A Survey of Deep Learning Techniques for Crops, Fisheries and Livestock
by: Nawaz, Umair, et al.
Published: (2025) -
Mobile-VideoGPT: Fast and Accurate Model for Mobile Video Understanding
by: Shaker, Abdelrahman, et al.
Published: (2025) -
VideoMathQA: Benchmarking Mathematical Reasoning via Multimodal Understanding in Videos
by: Rasheed, Hanoona, et al.
Published: (2025)