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 101–150 of 473 papers

TitleStatusHype
UGC-VideoCaptioner: An Omni UGC Video Detail Caption Model and New BenchmarksCode1
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding EvaluationCode1
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot CaptioningCode1
HowToCaption: Prompting LLMs to Transform Video Annotations at ScaleCode1
PaLI-X: On Scaling up a Multilingual Vision and Language ModelCode1
Why is Winoground Hard? Investigating Failures in Visuolinguistic CompositionalityCode1
Tell me what you see: A zero-shot action recognition method based on natural language descriptionsCode1
SODA: Story Oriented Dense Video Captioning Evaluation FrameworkCode1
Positive-Augmented Contrastive Learning for Image and Video Captioning EvaluationCode1
Poet: Product-oriented Video Captioner for E-commerceCode1
A Comprehensive Review of the Video-to-Text ProblemCode1
SoccerNet 2023 Challenges ResultsCode1
The MSR-Video to Text Dataset with Clean AnnotationsCode1
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal DataCode1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
EMScore: Evaluating Video Captioning via Coarse-Grained and Fine-Grained Embedding MatchingCode1
HiCM^2: Hierarchical Compact Memory Modeling for Dense Video CaptioningCode1
Rethinking Surgical Captioning: End-to-End Window-Based MLP Transformer Using PatchesCode1
SwinBERT: End-to-End Transformers with Sparse Attention for Video CaptioningCode1
GOAL: A Challenging Knowledge-grounded Video Captioning Benchmark for Real-time Soccer Commentary GenerationCode1
Multi-modal Dense Video CaptioningCode1
A Reinforcement Learning Based Encoder-Decoder Framework for Learning Stock Trading RulesCode1
From Association to Generation: Text-only Captioning by Unsupervised Cross-modal MappingCode1
Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot VideosCode1
Frame- and Segment-Level Features and Candidate Pool Evaluation for Video Caption GenerationCode1
Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event AnalysisCode1
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
Accurate and Fast Compressed Video CaptioningCode1
G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4oCode1
Improving Generation and Evaluation of Visual Stories via Semantic ConsistencyCode1
Thinking Hallucination for Video CaptioningCode1
VLCap: Vision-Language with Contrastive Learning for Coherent Video Paragraph CaptioningCode1
End-to-End Video Captioning with Multitask Reinforcement LearningCode0
Sketch, Ground, and Refine: Top-Down Dense Video CaptioningCode0
End-to-End Dense Video Captioning with Masked TransformerCode0
Event and Entity Extraction from Generated Video CaptionsCode0
Sensor-Augmented Egocentric-Video Captioning with Dynamic Modal AttentionCode0
Refined Semantic Enhancement towards Frequency Diffusion for Video CaptioningCode0
Screencast Tutorial Video UnderstandingCode0
Effectively Leveraging CLIP for Generating Situational Summaries of Images and VideosCode0
A Recipe for Scaling up Text-to-Video Generation with Text-free VideosCode0
Edit As You Wish: Video Caption Editing with Multi-grained User ControlCode0
ECO: Efficient Convolutional Network for Online Video UnderstandingCode0
Reconstruction Network for Video CaptioningCode0
Video captioning with stacked attention and semantic hard pullCode0
Dual-Stream Transformer for Generic Event Boundary CaptioningCode0
Accommodating Audio Modality in CLIP for Multimodal ProcessingCode0
Pretrained Image-Text Models are Secretly Video CaptionersCode0
OSVidCap: A Framework for the Simultaneous Recognition and Description of Concurrent Actions in Videos in an Open-Set ScenarioCode0
Diverse Video Captioning by Adaptive Spatio-temporal AttentionCode0
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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