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 76–100 of 1149 papers

Title	Date	Tasks	Status	Hype
Re-thinking Temporal Search for Long-Form Video Understanding	Apr 3, 2025	Computational EfficiencyForm	CodeCode Available	2
QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design	May 22, 2025	CPUGPU	CodeCode Available	2
E.T. Bench: Towards Open-Ended Event-Level Video-Language Understanding	Sep 26, 2024	Question AnsweringVideo Understanding	CodeCode Available	2
QuoTA: Query-oriented Token Assignment via CoT Query Decouple for Long Video Comprehension	Mar 11, 2025	AutoMLDecoder	CodeCode Available	2
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation	Apr 3, 2025	Computational EfficiencyGPU	CodeCode Available	2
SpaceR: Reinforcing MLLMs in Video Spatial Reasoning	Apr 2, 2025	MMESpatial Reasoning	CodeCode Available	2
TinyLLaVA-Video: A Simple Framework of Small-scale Large Multimodal Models for Video Understanding	Jan 26, 2025	Video Understanding	CodeCode Available	2
OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?	Jan 9, 2025	BenchmarkingVideo Understanding	CodeCode Available	2
Attention Mechanisms in Computer Vision: A Survey	Nov 15, 2021	image-classificationImage Classification	CodeCode Available	2
Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives	Nov 30, 2023	Video Understanding	CodeCode Available	2
One Trajectory, One Token: Grounded Video Tokenization via Panoptic Sub-object Trajectory	May 29, 2025	Contrastive LearningText Retrieval	CodeCode Available	2
Omni-Video: Democratizing Unified Video Understanding and Generation	Jul 8, 2025	Video GenerationVideo Understanding	CodeCode Available	2
Online Video Understanding: OVBench and VideoChat-Online	Dec 31, 2024	Autonomous DrivingQuestion Answering	CodeCode Available	2
OmniVid: A Generative Framework for Universal Video Understanding	Mar 26, 2024	Action RecognitionDecoder	CodeCode Available	2
PG-Video-LLaVA: Pixel Grounding Large Video-Language Models	Nov 22, 2023	BenchmarkingPhrase Grounding	CodeCode Available	2
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark	Nov 28, 2023	3D Question Answering (3D-QA)Diagnostic	CodeCode Available	2
ActionFormer: Localizing Moments of Actions with Transformers	Feb 16, 2022	Action LocalizationAction Recognition	CodeCode Available	2
Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs	Jun 13, 2024	BenchmarkingQuestion Answering	CodeCode Available	2
A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and Future	Jul 18, 2023	Knowledge Distillationobject-detection	CodeCode Available	2
Multi-granularity Correspondence Learning from Long-term Noisy Videos	Jan 30, 2024	Action SegmentationLong Video Retrieval (Background Removed)	CodeCode Available	2
PruneVid: Visual Token Pruning for Efficient Video Large Language Models	Dec 20, 2024	Video Understanding	CodeCode Available	2
PyTorchVideo: A Deep Learning Library for Video Understanding	Nov 18, 2021	Deep LearningSelf-Supervised Learning	CodeCode Available	2
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection	Mar 24, 2023	Highlight DetectionMoment Retrieval	CodeCode Available	2
AIM: Adapting Image Models for Efficient Video Action Recognition	Feb 6, 2023	Action ClassificationAction Recognition	CodeCode Available	2
Neptune: The Long Orbit to Benchmarking Long Video Understanding	Dec 12, 2024	BenchmarkingMultimodal Reasoning	CodeCode Available	2

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