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 601625 of 1149 papers

TitleStatusHype
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding0
Overview of TREC 2024 Medical Video Question Answering (MedVidQA) Track0
IQViC: In-context, Question Adaptive Vision Compressor for Long-term Video Understanding LMMs0
B-VLLM: A Vision Large Language Model with Balanced Spatio-Temporal TokensCode0
Apollo: An Exploration of Video Understanding in Large Multimodal Models0
PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models0
ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation0
VCA: Video Curious Agent for Long Video Understanding0
COEF-VQ: Cost-Efficient Video Quality Understanding through a Cascaded Multimodal LLM Framework0
Multi-Scale Contrastive Learning for Video Temporal Grounding0
GEXIA: Granularity Expansion and Iterative Approximation for Scalable Multi-grained Video-language Learning0
3DSRBench: A Comprehensive 3D Spatial Reasoning Benchmark0
Towards Long Video Understanding via Fine-detailed Video Story Generation0
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling0
Espresso: High Compression For Rich Extraction From Videos for Your Vision-Language Model0
Beyond Boxes: Mask-Guided Spatio-Temporal Feature Aggregation for Video Object Detection0
VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding0
Streaming Detection of Queried Event StartCode0
Progress-Aware Video Frame Captioning0
SEAL: Semantic Attention Learning for Long Video Representation0
VideoSAVi: Self-Aligned Video Language Models without Human Supervision0
VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation0
Look Every Frame All at Once: Video-Ma^2mba for Efficient Long-form Video Understanding with Multi-Axis Gradient Checkpointing0
STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training0
Perception Test 2024: Challenge Summary and a Novel Hour-Long VideoQA Benchmark0
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