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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 1651–1700 of 1878 papers

TitleStatusHype
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language TasksCode0
DenseCap: Fully Convolutional Localization Networks for Dense CaptioningCode0
Human Attention in Image Captioning: Dataset and AnalysisCode0
A Suite of Generative Tasks for Multi-Level Multimodal Webpage UnderstandingCode0
Multilingual Image Description with Neural Sequence ModelsCode0
Image2tweet: Datasets in Hindi and English for Generating Tweets from ImagesCode0
Semantic Map-based Generation of Navigation InstructionsCode0
Multimodal Data Augmentation for Image Captioning using Diffusion ModelsCode0
CLID: Controlled-Length Image Descriptions with Limited DataCode0
A Hybrid Model for Combining Neural Image Caption and k-Nearest Neighbor Approach for Image CaptioningCode0
CLDTracker: A Comprehensive Language Description for Visual TrackingCode0
Class-Conditional self-reward mechanism for improved Text-to-Image modelsCode0
ILLUME: Rationalizing Vision-Language Models through Human InteractionsCode0
Semi-Autoregressive Image CaptioningCode0
Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style TransferCode0
Multimodal Learning for Hateful Memes DetectionCode0
Semantic Object Accuracy for Generative Text-to-Image SynthesisCode0
ViPCap: Retrieval Text-Based Visual Prompts for Lightweight Image CaptioningCode0
Training for Diversity in Image Paragraph CaptioningCode0
Semi-supervised Multimodal Representation Learning through a Global WorkspaceCode0
Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and SimilarityCode0
SemStyle: Learning to Generate Stylised Image Captions using Unaligned TextCode0
A High-Quality Text-Rich Image Instruction Tuning Dataset via Hybrid Instruction GenerationCode0
CIC-BART-SSA: Controllable Image Captioning with Structured Semantic AugmentationCode0
ICU: Conquering Language Barriers in Vision-and-Language Modeling by Dividing the Tasks into Image Captioning and Language UnderstandingCode0
Iconographic Image Captioning for ArtworksCode0
Sequence Modeling with Unconstrained Generation OrderCode0
Target-oriented Sentiment Classification with Sequential Cross-modal Semantic GraphCode0
Adaptively Clustering Neighbor Elements for Image-Text GenerationCode0
Set Prediction in the Latent SpaceCode0
ICECAP: Information Concentrated Entity-aware Image CaptioningCode0
Hyperparameter-Free Approach for Faster Minimum Bayes Risk DecodingCode0
Defoiling Foiled Image CaptionsCode0
Cascaded Revision Network for Novel Object CaptioningCode0
Natural Language Object RetrievalCode0
Transform, Contrast and Tell: Coherent Entity-Aware Multi-Image CaptioningCode0
How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in DialoguesCode0
HICEScore: A Hierarchical Metric for Image Captioning EvaluationCode0
Deep Visual-Semantic Alignments for Generating Image DescriptionsCode0
Show, Adapt and Tell: Adversarial Training of Cross-domain Image CaptionerCode0
DeepPatent2: A Large-Scale Benchmarking Corpus for Technical Drawing UnderstandingCode0
Neural Baby TalkCode0
Deep Metric Learning Beyond Binary SupervisionCode0
Neural Extractive Summarization with Side InformationCode0
HalLoc: Token-level Localization of Hallucinations for Vision Language ModelsCode0
DeepDiary: Automatic Caption Generation for Lifelogging Image StreamsCode0
Show, Control and Tell: A Framework for Generating Controllable and Grounded CaptionsCode0
Deep Compositional Captioning: Describing Novel Object Categories without Paired Training DataCode0
Deep Captioning with Multimodal Recurrent Neural Networks (m-RNN)Code0
Adaptively Aligned Image Captioning via Adaptive Attention TimeCode0
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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