SOTAVerified

Video Understanding

A crucial task of Video Understanding is to recognise and localise (in space and time) different actions or events appearing in the video.

Source: Action Detection from a Robot-Car Perspective

Papers

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Showing 501–525 of 1149 papers

TitleStatusHype
Temporal Grounding of Activities using Multimodal Large Language Models—0
DeMamba: AI-Generated Video Detection on Million-Scale GenVideo BenchmarkCode2
EgoSurgery-Phase: A Dataset of Surgical Phase Recognition from Egocentric Open Surgery VideosCode1
VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long VideosCode2
Hierarchical Action Recognition: A Contrastive Video-Language Approach with Hierarchical Interactions—0
MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning—0
Hawk: Learning to Understand Open-World Video AnomaliesCode3
Streaming Long Video Understanding with Large Language Models—0
MAMBA4D: Efficient Long-Sequence Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models—0
TOPA: Extending Large Language Models for Video Understanding via Text-Only Pre-AlignmentCode1
Dense Connector for MLLMsCode2
Anticipating Object State Changes in Long Procedural Videos—0
Open-Vocabulary Spatio-Temporal Action Detection—0
No Time to Waste: Squeeze Time into Channel for Mobile Video UnderstandingCode1
CinePile: A Long Video Question Answering Dataset and Benchmark—0
Challenges in Deploying Long-Context Transformers: A Theoretical Peak Performance Analysis—0
RETTA: Retrieval-Enhanced Test-Time Adaptation for Zero-Shot Video Captioning—0
Global Motion Understanding in Large-Scale Video Object Segmentation—0
A Survey on Backbones for Deep Video Action Recognition—0
Video-of-Thought: Step-by-Step Video Reasoning from Perception to Cognition—0
Vision Mamba: A Comprehensive Survey and TaxonomyCode2
Snippet-Aware Transformer With Multiple Action Elements for Skeleton-Based Action SegmentationCode0
Foundation Models for Video Understanding: A SurveyCode2
How Good is my Video LMM? Complex Video Reasoning and Robustness Evaluation Suite for Video-LMMs—0
WorldQA: Multimodal World Knowledge in Videos through Long-Chain Reasoning—0
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