SOTAVerified

Image Captioning

Image Captioning is the task of describing the content of an image in words. This task lies at the intersection of computer vision and natural language processing. Most image captioning systems use an encoder-decoder framework, where an input image is encoded into an intermediate representation of the information in the image, and then decoded into a descriptive text sequence. The most popular benchmarks are nocaps and COCO, and models are typically evaluated according to a BLEU or CIDER metric.

( Image credit: Reflective Decoding Network for Image Captioning, ICCV'19)

Papers

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Showing 701–750 of 1878 papers

TitleStatusHype
Bridging Vision and Language Spaces with Assignment PredictionCode0
#PraCegoVer: A Large Dataset for Image Captioning in PortugueseCode0
Dual Graph Convolutional Networks with Transformer and Curriculum Learning for Image CaptioningCode0
Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted CaptionsCode0
Area AttentionCode0
JaSPICE: Automatic Evaluation Metric Using Predicate-Argument Structures for Image Captioning ModelsCode0
Image Captioning via Dynamic Path CustomizationCode0
PR Product: A Substitute for Inner Product in Neural NetworksCode0
Image Captioning: Transforming Objects into WordsCode0
Image Captioning using Deep Neural ArchitecturesCode0
Image Captioning with Attention for Smart Local Tourism using EfficientNetCode0
Bridging by Word: Image Grounded Vocabulary Construction for Visual CaptioningCode0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 ChallengeCode0
From Captions to Visual Concepts and BackCode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
Image2tweet: Datasets in Hindi and English for Generating Tweets from ImagesCode0
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language TasksCode0
A Girl Has A Name: Detecting Authorship ObfuscationCode0
ILLUME: Rationalizing Vision-Language Models through Human InteractionsCode0
Image Caption Generation for News ArticlesCode0
Does the Performance of Text-to-Image Retrieval Models Generalize Beyond Captions-as-a-Query?Code0
Apollo: Zero-shot MultiModal Reasoning with Multiple ExpertsCode0
Bounding and Filling: A Fast and Flexible Framework for Image CaptioningCode0
Iconographic Image Captioning for ArtworksCode0
Compositional Image-Text Matching and Retrieval by Grounding EntitiesCode0
ICU: Conquering Language Barriers in Vision-and-Language Modeling by Dividing the Tasks into Image Captioning and Language UnderstandingCode0
Image CaptioningCode0
Image Captioning with Deep Bidirectional LSTMsCode0
Composition and Deformance: Measuring Imageability with a Text-to-Image ModelCode0
Journalistic Guidelines Aware News Image CaptioningCode0
Document Modeling with External Attention for Sentence ExtractionCode0
Rethinking the Reference-based Distinctive Image CaptioningCode0
Hyperparameter-Free Approach for Faster Minimum Bayes Risk DecodingCode0
Document-Level Text Generation with Minimum Bayes Risk Decoding using Optimal TransportCode0
Diverse Image Captioning with Grounded StyleCode0
How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in DialoguesCode0
Diverse and Styled Image Captioning Using SVD-Based Mixture of Recurrent ExpertsCode0
HalLoc: Token-level Localization of Hallucinations for Vision Language ModelsCode0
GSRFormer: Grounded Situation Recognition Transformer with Alternate Semantic Attention RefinementCode0
Group Relative Policy Optimization for Image CaptioningCode0
Guided Open Vocabulary Image Captioning with Constrained Beam SearchCode0
A Comprehensive Survey of Deep Learning for Image CaptioningCode0
Generating Image Descriptions via Sequential Cross-Modal Alignment Guided by Human GazeCode0
Disentangling Fine-Tuning from Pre-Training in Visual Captioning with Hybrid Markov LogicCode0
Top-Down Framework for Weakly-supervised Grounded Image CaptioningCode0
HICEScore: A Hierarchical Metric for Image Captioning EvaluationCode0
Discriminability objective for training descriptive captionsCode0
Grad-CAM: Why did you say that?Code0
GPTs Are Multilingual Annotators for Sequence Generation TasksCode0
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All datasetsVizWiz 2020 test-devCOCO Captionsnocaps in-domainnocaps near-domainnocaps out-of-domainnocaps entireCOCO (Common Objects in Context)VizWiz 2020 testnocaps-XD entirenocaps-val-in-domainnocaps-val-overallnocaps-XD in-domain

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IBM Research AICIDEr80.67—Unverified
2CASIA_IVACIDEr79.15—Unverified
3feixiangCIDEr77.31—Unverified
4wocaoCIDEr77.21—Unverified
5lamiwab172CIDEr75.93—Unverified
6RUC_AIM3CIDEr73.52—Unverified
7funasCIDEr73.51—Unverified
8SRC-B_VCLabCIDEr73.47—Unverified
9spartaCIDEr73.41—Unverified
10x-vizCIDEr73.26—Unverified
#ModelMetricClaimedVerifiedStatus
1VALORCIDER152.5—Unverified
2VASTCIDER149—Unverified
3Virtex (ResNet-101)CIDER94—Unverified
4KOSMOS-1 (1.6B) (zero-shot)CIDER84.7—Unverified
5BLIP-FuseCapCLIPScore78.5—Unverified
6mPLUGBLEU-446.5—Unverified
7OFABLEU-444.9—Unverified
8GITBLEU-444.1—Unverified
9BLIP-2 ViT-G OPT 2.7B (zero-shot)BLEU-443.7—Unverified
10BLIP-2 ViT-G OPT 6.7B (zero-shot)BLEU-443.5—Unverified
#ModelMetricClaimedVerifiedStatus
1PaLICIDEr149.1—Unverified
2GIT2, Single ModelCIDEr124.18—Unverified
3GIT, Single ModelCIDEr122.4—Unverified
4PaLICIDEr121.09—Unverified
5CoCa - Google BrainCIDEr117.9—Unverified
6Microsoft Cognitive Services teamCIDEr112.82—Unverified
7Single ModelCIDEr108.98—Unverified
8GRIT (zero-shot, no VL pretraining, no CBS)CIDEr105.9—Unverified
9FudanFVLCIDEr104.9—Unverified
10FudanWYZCIDEr104.25—Unverified
#ModelMetricClaimedVerifiedStatus
1GIT2, Single ModelCIDEr125.51—Unverified
2PaLICIDEr124.35—Unverified
3GIT, Single ModelCIDEr123.92—Unverified
4CoCa - Google BrainCIDEr120.73—Unverified
5Microsoft Cognitive Services teamCIDEr115.54—Unverified
6Single ModelCIDEr110.76—Unverified
7FudanFVLCIDEr109.33—Unverified
8FudanWYZCIDEr108.04—Unverified
9IEDA-LABCIDEr100.15—Unverified
10firetheholeCIDEr99.51—Unverified
#ModelMetricClaimedVerifiedStatus
1PaLICIDEr126.67—Unverified
2GIT2, Single ModelCIDEr122.27—Unverified
3GIT, Single ModelCIDEr122.04—Unverified
4CoCa - Google BrainCIDEr121.69—Unverified
5Microsoft Cognitive Services teamCIDEr110.14—Unverified
6Single ModelCIDEr109.49—Unverified
7FudanFVLCIDEr106.55—Unverified
8FudanWYZCIDEr103.75—Unverified
9HumanCIDEr91.62—Unverified
10firetheholeCIDEr88.54—Unverified