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 1–25 of 1149 papers

TitleStatusHype
CogVLM2: Visual Language Models for Image and Video UnderstandingCode9
World Model on Million-Length Video And Language With Blockwise RingAttentionCode9
Perception Encoder: The best visual embeddings are not at the output of the networkCode8
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement LearningCode7
PerceptionLM: Open-Access Data and Models for Detailed Visual UnderstandingCode7
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context VideosCode7
InternVideo2: Scaling Foundation Models for Multimodal Video UnderstandingCode7
CVNets: High Performance Library for Computer VisionCode6
VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video UnderstandingCode5
Segment Anything for Videos: A Systematic SurveyCode5
OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and UnderstandingCode5
ShareGPT4Video: Improving Video Understanding and Generation with Better CaptionsCode5
VideoMamba: State Space Model for Efficient Video UnderstandingCode5
Kwai Keye-VL Technical ReportCode4
VideoEval-Pro: Robust and Realistic Long Video Understanding EvaluationCode4
Eagle 2.5: Boosting Long-Context Post-Training for Frontier Vision-Language ModelsCode4
VLog: Video-Language Models by Generative Retrieval of Narration VocabularyCode4
Unified Reward Model for Multimodal Understanding and GenerationCode4
Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video UnderstandingCode4
Video-XL: Extra-Long Vision Language Model for Hour-Scale Video UnderstandingCode4
Goldfish: Vision-Language Understanding of Arbitrarily Long VideosCode4
Tarsier: Recipes for Training and Evaluating Large Video Description ModelsCode4
PVUW 2024 Challenge on Complex Video Understanding: Methods and ResultsCode4
MovieChat+: Question-aware Sparse Memory for Long Video Question AnsweringCode4
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense CaptioningCode4
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