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 201–225 of 1149 papers

TitleStatusHype
VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video UnderstandingCode1
PhysGame: Uncovering Physical Commonsense Violations in Gameplay VideosCode1
T2Vid: Translating Long Text into Multi-Image is the Catalyst for Video-LLMsCode1
Teaching VLMs to Localize Specific Objects from In-context ExamplesCode1
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language ModelsCode1
Language-Assisted Skeleton Action Understanding for Skeleton-Based Temporal Action SegmentationCode1
TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation ModelsCode1
VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web TasksCode1
CAMEL-Bench: A Comprehensive Arabic LMM BenchmarkCode1
TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video ModelsCode1
VERIFIED: A Video Corpus Moment Retrieval Benchmark for Fine-Grained Video UnderstandingCode1
VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMsCode1
From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video UnderstandingCode1
HAT: History-Augmented Anchor Transformer for Online Temporal Action LocalizationCode1
COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language BenchmarkCode1
Learning Video Context as Interleaved Multimodal SequencesCode1
EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video RetrievalCode1
Hypergraph Multi-modal Large Language Model: Exploiting EEG and Eye-tracking Modalities to Evaluate Heterogeneous Responses for Video UnderstandingCode1
VideoMamba: Spatio-Temporal Selective State Space ModelCode1
MMAD: Multi-label Micro-Action Detection in VideosCode1
InfiniBench: A Comprehensive Benchmark for Large Multimodal Models in Very Long Video UnderstandingCode1
Fibottention: Inceptive Visual Representation Learning with Diverse Attention Across HeadsCode1
Snakes and Ladders: Two Steps Up for VideoMambaCode1
Towards Event-oriented Long Video UnderstandingCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
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