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

Showing 401425 of 1149 papers

TitleStatusHype
VideoITG: Multimodal Video Understanding with Instructed Temporal Grounding0
Chat with AI: The Surprising Turn of Real-time Video Communication from Human to AI0
EmbRACE-3K: Embodied Reasoning and Action in Complex Environments0
Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation0
Video Event Reasoning and Prediction by Fusing World Knowledge from LLMs with Vision Foundation Models0
Large Language Models for Crash Detection in Video: A Survey of Methods, Datasets, and Challenges0
CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs0
ActAlign: Zero-Shot Fine-Grained Video Classification via Language-Guided Sequence AlignmentCode0
Q-Frame: Query-aware Frame Selection and Multi-Resolution Adaptation for Video-LLMs0
IPFormer-VideoLLM: Enhancing Multi-modal Video Understanding for Multi-shot Scenes0
Task-Aware KV Compression For Cost-Effective Long Video UnderstandingCode0
PEVLM: Parallel Encoding for Vision-Language Models0
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning0
InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding0
EVA02-AT: Egocentric Video-Language Understanding with Spatial-Temporal Rotary Positional Embeddings and Symmetric OptimizationCode0
MambaMia: A State-Space-Model-Based Compression for Efficient Video Understanding in Large Multimodal Models0
AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video UnderstandingCode0
HopaDIFF: Holistic-Partial Aware Fourier Conditioned Diffusion for Referring Human Action Segmentation in Multi-Person ScenariosCode0
MLVTG: Mamba-Based Feature Alignment and LLM-Driven Purification for Multi-Modal Video Temporal Grounding0
VersaVid-R1: A Versatile Video Understanding and Reasoning Model from Question Answering to Captioning Tasks0
SceneRAG: Scene-level Retrieval-Augmented Generation for Video Understanding0
SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis0
Super Encoding Network: Recursive Association of Multi-Modal Encoders for Video Understanding0
Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric VisionCode0
Bridging Audio and Vision: Zero-Shot Audiovisual Segmentation by Connecting Pretrained Models0
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