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 101125 of 473 papers

TitleStatusHype
SODA: Story Oriented Dense Video Captioning Evaluation FrameworkCode1
SwinBERT: End-to-End Transformers with Sparse Attention for Video CaptioningCode1
Improving Generation and Evaluation of Visual Stories via Semantic ConsistencyCode1
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal DataCode1
Comprehensive Information Integration Modeling Framework for Video TitlingCode1
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization TasksCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
Language Models with Image Descriptors are Strong Few-Shot Video-Language LearnersCode1
LLMVA-GEBC: Large Language Model with Video Adapter for Generic Event Boundary CaptioningCode1
Hierarchical Modular Network for Video CaptioningCode1
A Comprehensive Review of the Video-to-Text ProblemCode1
Frame- and Segment-Level Features and Candidate Pool Evaluation for Video Caption GenerationCode1
Hierarchical Video-Moment Retrieval and Step-CaptioningCode1
VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video CaptioningCode1
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingCode1
EMScore: Evaluating Video Captioning via Coarse-Grained and Fine-Grained Embedding MatchingCode1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
HiCM^2: Hierarchical Compact Memory Modeling for Dense Video CaptioningCode1
Large Scale Holistic Video UnderstandingCode1
GOAL: A Challenging Knowledge-grounded Video Captioning Benchmark for Real-time Soccer Commentary GenerationCode1
GL-RG: Global-Local Representation Granularity for Video CaptioningCode1
A Reinforcement Learning Based Encoder-Decoder Framework for Learning Stock Trading RulesCode1
Improved Actor Relation Graph based Group Activity RecognitionCode1
Accurate and Fast Compressed Video CaptioningCode1
G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4oCode1
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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