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

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Showing 51–100 of 473 papers

TitleStatusHype
Language Models with Image Descriptors are Strong Few-Shot Video-Language LearnersCode1
Learning Multi-modal Representations by Watching Hundreds of Surgical Video LecturesCode1
Delving Deeper into the Decoder for Video CaptioningCode1
LAVENDER: Unifying Video-Language Understanding as Masked Language ModelingCode1
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual ModelingCode1
The MSR-Video to Text Dataset with Clean AnnotationsCode1
COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language BenchmarkCode1
Learning to Discretely Compose Reasoning Module Networks for Video CaptioningCode1
Shotluck Holmes: A Family of Efficient Small-Scale Large Language Vision Models For Video Captioning and SummarizationCode1
A Reinforcement Learning Based Encoder-Decoder Framework for Learning Stock Trading RulesCode1
HiCM^2: Hierarchical Compact Memory Modeling for Dense Video CaptioningCode1
Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot VideosCode1
GOAL: A Challenging Knowledge-grounded Video Captioning Benchmark for Real-time Soccer Commentary GenerationCode1
A Benchmark for Structured Procedural Knowledge Extraction from Cooking VideosCode1
Semantic Grouping Network for Video CaptioningCode1
SoccerNet 2023 Challenges ResultsCode1
Prompt Switch: Efficient CLIP Adaptation for Text-Video RetrievalCode1
Positive-Augmented Contrastive Learning for Image and Video Captioning EvaluationCode1
Rethinking Surgical Captioning: End-to-End Window-Based MLP Transformer Using PatchesCode1
COSA: Concatenated Sample Pretrained Vision-Language Foundation ModelCode1
Action knowledge for video captioning with graph neural networksCode1
Fine-grained Audible Video DescriptionCode1
Hierarchical Modular Network for Video CaptioningCode1
RTQ: Rethinking Video-language Understanding Based on Image-text ModelCode1
Controllable Video Captioning with an Exemplar SentenceCode1
Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event AnalysisCode1
Neuro-Symbolic Representations for Video Captioning: A Case for Leveraging Inductive Biases for Vision and LanguageCode1
Learning Video Context as Interleaved Multimodal SequencesCode1
OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data GenerationCode1
COOT: Cooperative Hierarchical Transformer for Video-Text Representation LearningCode1
PaLI-X: On Scaling up a Multilingual Vision and Language ModelCode1
Co-segmentation Inspired Attention Module for Video-based Computer Vision TasksCode1
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
Poet: Product-oriented Video Captioner for E-commerceCode1
Frame- and Segment-Level Features and Candidate Pool Evaluation for Video Caption GenerationCode1
From Association to Generation: Text-only Captioning by Unsupervised Cross-modal MappingCode1
Multi-modal Dense Video CaptioningCode1
Expectation-Maximization Contrastive Learning for Compact Video-and-Language RepresentationsCode1
GL-RG: Global-Local Representation Granularity for Video CaptioningCode1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy MinimizationCode1
Multimodal Pretraining for Dense Video CaptioningCode1
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal DataCode1
G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4oCode1
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingCode1
Comprehensive Information Integration Modeling Framework for Video TitlingCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
HowToCaption: Prompting LLMs to Transform Video Annotations at ScaleCode1
Large Scale Holistic Video UnderstandingCode1
A Better Use of Audio-Visual Cues: Dense Video Captioning with Bi-modal TransformerCode1
Narrative Action Evaluation with Prompt-Guided Multimodal InteractionCode1
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All datasetsMSR-VTTMSVDYouCook2VATEXActivityNet CaptionsMSRVTT-CTNMSVD-CTNHindi MSR-VTTTVCChinaOpen-1kMSVD-IndonesianShot2Story20K

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