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 101–150 of 473 papers

TitleStatusHype
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
A Comprehensive Review of the Video-to-Text ProblemCode1
The MSR-Video to Text Dataset with Clean AnnotationsCode1
Semantic Grouping Network for Video CaptioningCode1
A Reinforcement Learning Based Encoder-Decoder Framework for Learning Stock Trading RulesCode1
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization TasksCode1
Neuro-Symbolic Representations for Video Captioning: A Case for Leveraging Inductive Biases for Vision and LanguageCode1
Multimodal Pretraining for Dense Video CaptioningCode1
COOT: Cooperative Hierarchical Transformer for Video-Text Representation LearningCode1
Improved Actor Relation Graph based Group Activity RecognitionCode1
Poet: Product-oriented Video Captioner for E-commerceCode1
SODA: Story Oriented Dense Video Captioning Evaluation FrameworkCode1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
Learning to Discretely Compose Reasoning Module Networks for Video CaptioningCode1
Comprehensive Information Integration Modeling Framework for Video TitlingCode1
Dense-Captioning Events in Videos: SYSU Submission to ActivityNet Challenge 2020Code1
Video Moment Localization using Object Evidence and Reverse CaptioningCode1
Syntax-Aware Action Targeting for Video CaptioningCode1
A Better Use of Audio-Visual Cues: Dense Video Captioning with Bi-modal TransformerCode1
MART: Memory-Augmented Recurrent Transformer for Coherent Video Paragraph CaptioningCode1
A Benchmark for Structured Procedural Knowledge Extraction from Cooking VideosCode1
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingCode1
Multi-modal Dense Video CaptioningCode1
Video2Commonsense: Generating Commonsense Descriptions to Enrich Video CaptioningCode1
UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and GenerationCode1
Delving Deeper into the Decoder for Video CaptioningCode1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
Large Scale Holistic Video UnderstandingCode1
What and How Well You Performed? A Multitask Learning Approach to Action Quality AssessmentCode1
VATEX: A Large-Scale, High-Quality Multilingual Dataset for Video-and-Language ResearchCode1
Frame- and Segment-Level Features and Candidate Pool Evaluation for Video Caption GenerationCode1
Video captioning with recurrent networks based on frame- and video-level features and visual content classificationCode1
Show, Tell and Summarize: Dense Video Captioning Using Visual Cue Aided Sentence Summarization—0
Dense Video Captioning using Graph-based Sentence Summarization—0
VersaVid-R1: A Versatile Video Understanding and Reasoning Model from Question Answering to Captioning Tasks—0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs—0
Temporal Object Captioning for Street Scene Videos from LiDAR Tracks—0
FLASH: Latent-Aware Semi-Autoregressive Speculative Decoding for Multimodal TasksCode0
TimeSoccer: An End-to-End Multimodal Large Language Model for Soccer Commentary Generation—0
Describe Anything: Detailed Localized Image and Video Captioning—0
FocusedAD: Character-centric Movie Audio DescriptionCode0
The Devil is in the Distributions: Explicit Modeling of Scene Content is Key in Zero-Shot Video Captioning—0
Watch and Learn: Leveraging Expert Knowledge and Language for Surgical Video Understanding—0
Get In Video: Add Anything You Want to the Video—0
Fine-Grained Video Captioning through Scene Graph Consolidation—0
LongCaptioning: Unlocking the Power of Long Caption Generation in Large Multimodal Models—0
Capturing Rich Behavior Representations: A Dynamic Action Semantic-Aware Graph Transformer for Video Captioning—0
Pretrained Image-Text Models are Secretly Video CaptionersCode0
MAMS: Model-Agnostic Module Selection Framework for Video Captioning—0
Classifier-Guided Captioning Across Modalities—0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1mPLUG-2CIDEr80—Unverified
2VASTCIDEr78—Unverified
3GIT2CIDEr75.9—Unverified
4VLABCIDEr74.9—Unverified
5COSACIDEr74.7—Unverified
6VALORCIDEr74—Unverified
7MaMMUT (ours)CIDEr73.6—Unverified
8VideoCoCaCIDEr73.2—Unverified
9RTQCIDEr69.3—Unverified
10HowToCaptionCIDEr65.3—Unverified
#ModelMetricClaimedVerifiedStatus
1MaMMUTCIDEr195.6—Unverified
2VLABCIDEr179.8—Unverified
3COSACIDEr178.5—Unverified
4VALORCIDEr178.5—Unverified
5mPLUG-2CIDEr165.8—Unverified
6HowToCaptionCIDEr154.2—Unverified
7HiTeACIDEr146.9—Unverified
8Vid2SeqCIDEr146.2—Unverified
9VIOLETv2CIDEr139.2—Unverified
10RTQCIDEr123.4—Unverified
#ModelMetricClaimedVerifiedStatus
1VASTBLEU-418.2—Unverified
2UniVL + MELTRBLEU-417.92—Unverified
3UniVLBLEU-417.35—Unverified
4VideoCoCaBLEU-414.2—Unverified
5VLMBLEU-412.27—Unverified
6E2vidD6-MASSvid-BiDBLEU-412.04—Unverified
7TextKGBLEU-411.7—Unverified
8COOTBLEU-411.3—Unverified
9COSABLEU-410.1—Unverified
10HowToCaptionBLEU-48.8—Unverified
#ModelMetricClaimedVerifiedStatus
1VALORBLEU-445.6—Unverified
2VASTBLEU-445—Unverified
3COSABLEU-443.7—Unverified
4VideoCoCaBLEU-439.7—Unverified
5IcoCap (ViT-B/16)BLEU-437.4—Unverified
6IcoCap (ViT-B/32)BLEU-436.9—Unverified
7VASTA (Kinetics-backbone)BLEU-436.25—Unverified
8CoCap (ViT/L14)BLEU-435.8—Unverified
9ORG-TRLBLEU-432.1—Unverified
10NITS-VCBLEU-420—Unverified
#ModelMetricClaimedVerifiedStatus
1VideoCoCaBLEU414.7—Unverified
2VLTinT (ae-test split) C3D/LingBLEU414.5—Unverified
3VLCap (ae-test split) - Appearance + LanguageBLEU413.38—Unverified
4COOT (ae-test split) - Only Appearance featuresBLEU410.85—Unverified
5MART (ae-test split) - Appearance + FlowBLEU410.33—Unverified
#ModelMetricClaimedVerifiedStatus
1CENCIDEr49.87—Unverified
2GITCIDEr32.43—Unverified
3SEM-POSCIDEr26.01—Unverified
4AKGNNCIDEr25.9—Unverified
#ModelMetricClaimedVerifiedStatus
1CENCIDEr63.51—Unverified
2GITCIDEr45.63—Unverified
3SEM-POSCIDEr37.16—Unverified
4AKGNNCIDEr35.08—Unverified
#ModelMetricClaimedVerifiedStatus
1SBD_KeyframeBLEU441.01—Unverified
2V+S-Att-basedBLEU436.2—Unverified
#ModelMetricClaimedVerifiedStatus
1VASTBLEU-419.9—Unverified
2COSABLEU-418.8—Unverified
#ModelMetricClaimedVerifiedStatus
1GVTBLEU417.7—Unverified
#ModelMetricClaimedVerifiedStatus
1VNS-GRU (Cross-Lingual)BLEU-458.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Shot2StoryCIDEr37.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Vid2SeqCIDEr120.5—Unverified