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Papers
Beyond the Highlights: Video Retrieval with Salient and Surrounding Contexts
WACV 2026
Building a Precise Video Language with Human-AI Oversight
CVPR 2026
Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal Prompting
AAAI 2026
CatVLM: Enhancing Temporal Understanding in Cataract Surgery Videos with Boundary-Aware VLM
MIDL 2026
Cluster-Wise Spatio-Temporal Masking for Efficient Video-Language Pretraining
CVPR 2026
Mitigating Object and Action Hallucinations in Multimodal LLMs via Self-Augmented Contrastive Alignment
WACV 2026
Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding
CVPR 2026
OwlCap: Harmonizing Motion-Detail for Video Captioning via HMD-270K and Caption Set Equivalence Reward
AAAI 2026
Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering
ACL 2026
Self-Critical Distillation Network for Video-based Commonsense Captioning
CVPR 2026
StreamRAG: Enhancing Real-Time Video Understanding with Retrieval Augmentation
CVPR 2026
Temporal Object Captioning for Street Scene Videos from LiDAR Tracks
WACV 2026
The Devil is in the Distributions: Explicit Modeling of Scene Content is Key in Zero-Shot Video Captioning
EACL 2026
VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis
ACL 2026
ARGUS: Hallucination and Omission Evaluation in Video-LLMs
ICCV 2025
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark
ICLR 2025
Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs
CVPR 2025
Describe Anything: Detailed Localized Image and Video Captioning
ICCV 2025
DistinctAD: Distinctive Audio Description Generation in Contexts
CVPR 2025
ELIOT: Zero-Shot Video-Text Retrieval through Relevance-Boosted Captioning and Structural Information Extraction
NAACL 2025
Evaluating Multimodal Large Language Models on Video Captioning via Monte Carlo Tree Search
ACL 2025
Exploring Fine-Grained Human Motion Video Captioning
COLING 2025
G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4o
AAAI 2025
HAIC: Improving Human Action Understanding and Generation with Better Captions for Multi-modal Large Language Models
ACL 2025
Hierarchical Multi-Source Uncertainty Aggregation for Interactive Video Captioning
AAAI 2025