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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 1201–1250 of 1878 papers

TitleStatusHype
Curious Case of Language Generation Evaluation Metrics: A Cautionary Tale—0
Can images help recognize entities? A study of the role of images for Multimodal NERCode1
WaveTransformer: A Novel Architecture for Audio Captioning Based on Learning Temporal and Time-Frequency InformationCode1
Bayesian Attention ModulesCode1
Image Captioning with Visual Object Representations Grounded in the Textual Modality—0
A Corpus for English-Japanese Multimodal Neural Machine Translation with Comparable Sentences—0
New Ideas and Trends in Deep Multimodal Content Understanding: A Review—0
Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded SupervisionCode1
Positioning yourself in the maze of Neural Text Generation: A Task-Agnostic Survey—0
Visual News: Benchmark and Challenges in News Image CaptioningCode1
Dense Relational Image Captioning via Multi-task Triple-Stream NetworksCode1
A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning—0
UNISON: Unpaired Cross-lingual Image Captioning—0
CAPTION: Correction by Analyses, POS-Tagging and Interpretation of Objects using only Nouns—0
Pix2Prof: fast extraction of sequential information from galaxy imagery via a deep natural language 'captioning' modelCode1
Teacher-Critical Training Strategies for Image Captioning—0
Learning Object Detection from Captions via Textual Scene Attributes—0
Spatial Attention as an Interface for Image Captioning Models—0
VIVO: Visual Vocabulary Pre-Training for Novel Object Captioning—0
Neural Twins TalkCode0
Are scene graphs good enough to improve Image Captioning?Code1
X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal TransformersCode1
Image Captioning with Attention for Smart Local Tourism using EfficientNetCode0
A Multimodal Memes Classification: A Survey and Open Research Issues—0
Denoising Large-Scale Image Captioning from Alt-text Data using Content Selection Models—0
Towards Unique and Informative Captioning of ImagesCode1
An Efficient Technique for Image Captioning using Deep Neural Network—0
Structure-Aware Generation Network for Recipe Generation from ImagesCode0
Hierarchical memory decoder for visual narrating—0
A Survey of Evaluation Metrics Used for NLG Systems—0
Attr2Style: A Transfer Learning Approach for Inferring Fashion Styles via Apparel Attributes—0
Protect, Show, Attend and Tell: Empowering Image Captioning Models with Ownership ProtectionCode1
Linguistically-aware Attention for Reducing the Semantic-Gap in Vision-Language Tasks—0
Text as Neural Operator: Image Manipulation by Text InstructionCode1
Describe What to Change: A Text-guided Unsupervised Image-to-Image Translation ApproachCode1
Assisting Scene Graph Generation with Self-Supervision—0
Textual Description for Mathematical EquationsCode0
Fashion Captioning: Towards Generating Accurate Descriptions with Semantic RewardsCode1
Learning Visual Representations with Caption Annotations—0
Recurrent Image Annotation With Explicit Inter-Label DependenciesCode0
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
Evaluating Automatically Generated Phoneme Captions for Images—0
Decomposing Generation Networks with Structure Prediction for Recipe Generation—0
Comprehensive Image Captioning via Scene Graph DecompositionCode1
Integrating Image Captioning with Rule-based Entity Masking—0
Fine-Grained Image Captioning with Global-Local Discriminative ObjectiveCode0
Improving Diversity and Reducing Redundancy in Paragraph Captions—0
Length-Controllable Image CaptioningCode1
Consensus-Aware Visual-Semantic Embedding for Image-Text MatchingCode1
Compare and Reweight: Distinctive Image Captioning Using Similar Images Sets—0
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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