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
FIOVA: A Multi-Annotator Benchmark for Human-Aligned Video Captioning—0
It's Just Another Day: Unique Video Captioning by Discriminative Prompting—0
LVD-2M: A Long-take Video Dataset with Temporally Dense CaptionsCode2
MMCOMPOSITION: Revisiting the Compositionality of Pre-trained Vision-Language Models—0
Enhancing Multimodal LLM for Detailed and Accurate Video Captioning using Multi-Round Preference Optimization—0
Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language ModelsCode2
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot CaptioningCode1
SoccerNet 2024 Challenges ResultsCode0
Fine-grained length controllable video captioning with ordinal embeddings—0
LongVILA: Scaling Long-Context Visual Language Models for Long VideosCode0
SkyScript-100M: 1,000,000,000 Pairs of Scripts and Shooting Scripts for Short DramaCode2
CogVideoX: Text-to-Video Diffusion Models with An Expert TransformerCode11
Dual-path Collaborative Generation Network for Emotional Video CaptioningCode0
COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language BenchmarkCode1
Learning Video Context as Interleaved Multimodal SequencesCode1
Effectively Leveraging CLIP for Generating Situational Summaries of Images and VideosCode0
Wolf: Captioning Everything with a World Summarization Framework—0
Reexamining Racial Disparities in Automatic Speech Recognition Performance: The Role of Confounding by Provenance—0
EVLM: An Efficient Vision-Language Model for Visual Understanding—0
https://arxiv.org/abs/2407.00634Code0
Tarsier: Recipes for Training and Evaluating Large Video Description ModelsCode4
Directed Domain Fine-Tuning: Tailoring Separate Modalities for Specific Training Tasks—0
Live Video CaptioningCode0
Towards Holistic Language-video Representation: the language model-enhanced MSR-Video to Text Dataset—0
GUI Action Narrator: Where and When Did That Action Take Place?—0
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
A Survey of Video Datasets for Grounded Event UnderstandingCode0
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video UnderstandingCode3
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMsCode5
NarrativeBridge: Enhancing Video Captioning with Causal-Temporal Narrative—0
Vript: A Video Is Worth Thousands of WordsCode2
ShareGPT4Video: Improving Video Understanding and Generation with Better CaptionsCode5
Story Generation from Visual Inputs: Techniques, Related Tasks, and Challenges—0
Shotluck Holmes: A Family of Efficient Small-Scale Large Language Vision Models For Video Captioning and SummarizationCode1
VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal GroundingCode2
RETTA: Retrieval-Enhanced Test-Time Adaptation for Zero-Shot Video Captioning—0
A Toolchain for Comprehensive Audio/Video Analysis Using Deep Learning Based Multimodal Approach (A use case of riot or violent context detection)—0
Narrative Action Evaluation with Prompt-Guided Multimodal InteractionCode1
Movie101v2: Improved Movie Narration BenchmarkCode2
The 8th AI City Challenge—0
TrafficVLM: A Controllable Visual Language Model for Traffic Video CaptioningCode2
Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event AnalysisCode1
Do You Remember? Dense Video Captioning with Cross-Modal Memory RetrievalCode2
MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video UnderstandingCode3
DIBS: Enhancing Dense Video Captioning with Unlabeled Videos via Pseudo Boundary Enrichment and Online Refinement—0
Streaming Dense Video CaptioningCode0
OmniVid: A Generative Framework for Universal Video UnderstandingCode2
Empowering LLMs with Pseudo-Untrimmed Videos for Audio-Visual Temporal Understanding—0
GiT: Towards Generalist Vision Transformer through Universal Language InterfaceCode3
Sora as an AGI World Model? A Complete Survey on Text-to-Video Generation—0
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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