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 201250 of 473 papers

TitleStatusHype
Video Description using Bidirectional Recurrent Neural NetworksCode0
Video Summarization: Towards Entity-Aware CaptionsCode0
Visual Transformation TellingCode0
Watch, Listen, and Describe: Globally and Locally Aligned Cross-Modal Attentions for Video CaptioningCode0
Interactive-predictive neural multimodal systems0
Interpretable Video Captioning via Trajectory Structured Localization0
iPerceive: Applying Common-Sense Reasoning to Multi-Modal Dense Video Captioning and Video Question Answering0
iReason: Multimodal Commonsense Reasoning using Videos and Natural Language with Interpretability0
It's Just Another Day: Unique Video Captioning by Discriminative Prompting0
A Toolchain for Comprehensive Audio/Video Analysis Using Deep Learning Based Multimodal Approach (A use case of riot or violent context detection)0
Jointly Localizing and Describing Events for Dense Video Captioning0
Joint Syntax Representation Learning and Visual Cue Translation for Video Captioning0
Knowledge Distillation for Efficient Audio-Visual Video Captioning0
Knowledge Guided Entity-aware Video Captioning and A Basketball Benchmark0
FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity0
LASER: A Neuro-Symbolic Framework for Learning Spatial-Temporal Scene Graphs with Weak Supervision0
Fill-in-the-Blank: A Challenging Video Understanding Evaluation Framework0
Rethinking and Improving Natural Language Generation with Layer-Wise Multi-View Decoding0
Learning Actions from Human Demonstration Video for Robotic Manipulation0
Learning Audio-Video Modalities from Image Captions0
Fighting FIRe with FIRE: Assessing the Validity of Text-to-Video Retrieval Benchmarks0
Learning Interactive Real-World Simulators0
Exploring the Role of Audio in Video Captioning0
Learning to Compose Topic-Aware Mixture of Experts for Zero-Shot Video Captioning0
Exploring Temporal Event Cues for Dense Video Captioning in Cyclic Co-learning0
Exploring Group Video Captioning with Efficient Relational Approximation0
Less Is More: Picking Informative Frames for Video Captioning0
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description0
Exploration of Visual Features and their weighted-additive fusion for Video Captioning0
LongCaptioning: Unlocking the Power of Long Caption Generation in Large Multimodal Models0
LongVILA: Scaling Long-Context Visual Language Models for Long Videos0
Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning0
Exploiting long-term temporal dynamics for video captioning0
Exo2EgoDVC: Dense Video Captioning of Egocentric Procedural Activities Using Web Instructional Videos0
M3: Multimodal Memory Modelling for Video Captioning0
EVLM: An Efficient Vision-Language Model for Visual Understanding0
Video LLMs for Temporal Reasoning in Long Videos0
MAMS: Model-Agnostic Module Selection Framework for Video Captioning0
Event-Equalized Dense Video Captioning0
MAViC: Multimodal Active Learning for Video Captioning0
MCF-VC: Mitigate Catastrophic Forgetting in Class-Incremental Learning for Multimodal Video Captioning0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs0
EVC-MF: End-to-end Video Captioning Network with Multi-scale Features0
VideoOFA: Two-Stage Pre-Training for Video-to-Text Generation0
Memory-Attended Recurrent Network for Video Captioning0
Video Paragraph Captioning Using Hierarchical Recurrent Neural Networks0
Middle-Out Decoding0
MMCOMPOSITION: Revisiting the Compositionality of Pre-trained Vision-Language Models0
Modality Alignment between Deep Representations for Effective Video-and-Language Learning0
Models See Hallucinations: Evaluating the Factuality in Video Captioning0
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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