SOTAVerified

Video Captioning

Video Captioning is a task of automatic captioning a video by understanding the action and event in the video which can help in the retrieval of the video efficiently through text.

Source: NITS-VC System for VATEX Video Captioning Challenge 2020

Papers

Showing 101150 of 473 papers

TitleStatusHype
Comprehensive Information Integration Modeling Framework for Video TitlingCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
Narrative Action Evaluation with Prompt-Guided Multimodal InteractionCode1
Poet: Product-oriented Video Captioner for E-commerceCode1
Improved Actor Relation Graph based Group Activity RecognitionCode1
Movie101: A New Movie Understanding BenchmarkCode1
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation ModelsCode1
MUGEN: A Playground for Video-Audio-Text Multimodal Understanding and GENerationCode1
LLMVA-GEBC: Large Language Model with Video Adapter for Generic Event Boundary CaptioningCode1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
MultiCapCLIP: Auto-Encoding Prompts for Zero-Shot Multilingual Visual CaptioningCode1
The MSR-Video to Text Dataset with Clean AnnotationsCode1
ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and Multilingual Natural Language GenerationCode1
COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language BenchmarkCode1
EMScore: Evaluating Video Captioning via Coarse-Grained and Fine-Grained Embedding MatchingCode1
LAVENDER: Unifying Video-Language Understanding as Masked Language ModelingCode1
Improving Generation and Evaluation of Visual Stories via Semantic ConsistencyCode1
Learning Grounded Vision-Language Representation for Versatile Understanding in Untrimmed VideosCode1
Large Scale Holistic Video UnderstandingCode1
Accurate and Fast Compressed Video CaptioningCode1
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
Hierarchical Modular Network for Video CaptioningCode1
HowToCaption: Prompting LLMs to Transform Video Annotations at ScaleCode1
Learning Multi-modal Representations by Watching Hundreds of Surgical Video LecturesCode1
Multi-modal Dense Video CaptioningCode1
Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot VideosCode1
From Association to Generation: Text-only Captioning by Unsupervised Cross-modal MappingCode1
VidCapBench: A Comprehensive Benchmark of Video Captioning for Controllable Text-to-Video GenerationCode1
Hierarchical Video-Moment Retrieval and Step-CaptioningCode1
Frame- and Segment-Level Features and Candidate Pool Evaluation for Video Caption GenerationCode1
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot CaptioningCode1
Enhancing Multimodal LLM for Detailed and Accurate Video Captioning using Multi-Round Preference Optimization0
Capturing Rich Behavior Representations: A Dynamic Action Semantic-Aware Graph Transformer for Video Captioning0
End-to-end Generative Pretraining for Multimodal Video Captioning0
A Restricted Visual Turing Test for Deep Scene and Event Understanding0
Prediction and Description of Near-Future Activities in Video0
End-to-end Dense Video Captioning as Sequence Generation0
End-to-end Dense Video Captioning as Sequence Generation0
Adaptive Feature Abstraction for Translating Video to Text0
Hierarchical Multimodal Transformer to Summarize Videos0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering0
Encoder-Decoder Based Long Short-Term Memory (LSTM) Model for Video Captioning0
Empirical Autopsy of Deep Video Captioning Frameworks0
FIOVA: A Multi-Annotator Benchmark for Human-Aligned Video Captioning0
E-MMAD: Multimodal Advertising Caption Generation Based on Structured Information0
Hierarchical LSTM with Adjusted Temporal Attention for Video Captioning0
Bridging Vision and Language: Modeling Causality and Temporality in Video Narratives0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction0
Hierarchical memory decoder for visual narrating0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1mPLUG-2CIDEr80Unverified
2VASTCIDEr78Unverified
3GIT2CIDEr75.9Unverified
4VLABCIDEr74.9Unverified
5COSACIDEr74.7Unverified
6VALORCIDEr74Unverified
7MaMMUT (ours)CIDEr73.6Unverified
8VideoCoCaCIDEr73.2Unverified
9RTQCIDEr69.3Unverified
10HowToCaptionCIDEr65.3Unverified
#ModelMetricClaimedVerifiedStatus
1MaMMUTCIDEr195.6Unverified
2VLABCIDEr179.8Unverified
3COSACIDEr178.5Unverified
4VALORCIDEr178.5Unverified
5mPLUG-2CIDEr165.8Unverified
6HowToCaptionCIDEr154.2Unverified
7HiTeACIDEr146.9Unverified
8Vid2SeqCIDEr146.2Unverified
9VIOLETv2CIDEr139.2Unverified
10RTQCIDEr123.4Unverified
#ModelMetricClaimedVerifiedStatus
1VASTBLEU-418.2Unverified
2UniVL + MELTRBLEU-417.92Unverified
3UniVLBLEU-417.35Unverified
4VideoCoCaBLEU-414.2Unverified
5VLMBLEU-412.27Unverified
6E2vidD6-MASSvid-BiDBLEU-412.04Unverified
7TextKGBLEU-411.7Unverified
8COOTBLEU-411.3Unverified
9COSABLEU-410.1Unverified
10HowToCaptionBLEU-48.8Unverified
#ModelMetricClaimedVerifiedStatus
1VALORBLEU-445.6Unverified
2VASTBLEU-445Unverified
3COSABLEU-443.7Unverified
4VideoCoCaBLEU-439.7Unverified
5IcoCap (ViT-B/16)BLEU-437.4Unverified
6IcoCap (ViT-B/32)BLEU-436.9Unverified
7VASTA (Kinetics-backbone)BLEU-436.25Unverified
8CoCap (ViT/L14)BLEU-435.8Unverified
9ORG-TRLBLEU-432.1Unverified
10NITS-VCBLEU-420Unverified
#ModelMetricClaimedVerifiedStatus
1VideoCoCaBLEU414.7Unverified
2VLTinT (ae-test split) C3D/LingBLEU414.5Unverified
3VLCap (ae-test split) - Appearance + LanguageBLEU413.38Unverified
4COOT (ae-test split) - Only Appearance featuresBLEU410.85Unverified
5MART (ae-test split) - Appearance + FlowBLEU410.33Unverified
#ModelMetricClaimedVerifiedStatus
1CENCIDEr49.87Unverified
2GITCIDEr32.43Unverified
3SEM-POSCIDEr26.01Unverified
4AKGNNCIDEr25.9Unverified
#ModelMetricClaimedVerifiedStatus
1CENCIDEr63.51Unverified
2GITCIDEr45.63Unverified
3SEM-POSCIDEr37.16Unverified
4AKGNNCIDEr35.08Unverified
#ModelMetricClaimedVerifiedStatus
1SBD_KeyframeBLEU441.01Unverified
2V+S-Att-basedBLEU436.2Unverified
#ModelMetricClaimedVerifiedStatus
1VASTBLEU-419.9Unverified
2COSABLEU-418.8Unverified
#ModelMetricClaimedVerifiedStatus
1GVTBLEU417.7Unverified
#ModelMetricClaimedVerifiedStatus
1VNS-GRU (Cross-Lingual)BLEU-458.68Unverified
#ModelMetricClaimedVerifiedStatus
1Shot2StoryCIDEr37.4Unverified
#ModelMetricClaimedVerifiedStatus
1Vid2SeqCIDEr120.5Unverified