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 1401–1450 of 1878 papers

TitleStatusHype
Look and Modify: Modification Networks for Image CaptioningCode0
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover DistanceCode0
REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image CaptioningCode0
Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach—0
Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering—0
TIGEr: Text-to-Image Grounding for Image Caption EvaluationCode0
Reflective Decoding Network for Image Captioning—0
Aesthetic Image Captioning From Weakly-Labelled PhotographsCode0
Adversarial Representation Learning for Text-to-Image Matching—0
Image Captioning with Sparse Recurrent Neural NetworkCode1
Towards Unsupervised Image Captioning with Shared Multimodal Embeddings—0
Sequential Latent Spaces for Modeling the Intention During Diverse Image Captioning—0
Attention on Attention for Image CaptioningCode0
Language Features Matter: Effective Language Representations for Vision-Language Tasks—0
Leveraging Sentence Similarity in Natural Language Generation: Improving Beam Search using Range Voting—0
Unpaired Cross-lingual Image Caption Generation with Self-Supervised Rewards—0
Towards Diverse and Accurate Image Captions via Reinforcing Determinantal Point ProcessCode0
HorNet: A Hierarchical Offshoot Recurrent Network for Improving Person Re-ID via Image Captioning—0
Image Captioning using Facial Expression and Attention—0
Towards Generating Stylized Image Captions via Adversarial Training—0
Scene-based Factored Attention for Image Captioning—0
Aligning Linguistic Words and Visual Semantic Units for Image CaptioningCode0
Cascaded Revision Network for Novel Object CaptioningCode0
Image Captioning with Unseen Objects—0
Cooperative image captioning—0
Automatic Radiology Report Generation based on Multi-view Image Fusion and Medical Concept Enrichment—0
OmniNet: A unified architecture for multi-modal multi-task learningCode0
Aesthetic Attributes Assessment of ImagesCode0
M3D-GAN: Multi-Modal Multi-Domain Translation with Universal Attention—0
Neural Image Captioning—0
Categorizing and Inferring the Relationship between the Text and Image of Twitter Posts—0
Bridging by Word: Image Grounded Vocabulary Construction for Visual CaptioningCode0
A Deep Decoder Structure Based on WordEmbedding Regression for An Encoder-Decoder Based Model for Image Captioning—0
Understanding, Categorizing and Predicting Semantic Image-Text Relations—0
Informative Image Captioning with External Sources of Information—0
Expressing Visual Relationships via LanguageCode0
Image Captioning with Integrated Bottom-Up and Multi-level Residual Top-Down Attention for Game Scene Understanding—0
Generating Diverse and Informative Natural Language Fashion Feedback—0
Image Captioning: Transforming Objects into WordsCode0
Improving Visual Question Answering by Referring to Generated Paragraph Captions—0
Vispi: Automatic Visual Perception and Interpretation of Chest X-rays—0
Mimic and Fool: A Task Agnostic Adversarial AttackCode0
Figure Captioning with Reasoning and Sequence-Level Training—0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
Towards Interpretable Reinforcement Learning Using Attention Augmented AgentsCode0
Relational Reasoning using Prior Knowledge for Visual Captioning—0
Generating Question Relevant Captions to Aid Visual Question Answering—0
Masked Non-Autoregressive Image Captioning—0
Listening while Speaking and Visualizing: Improving ASR through Multimodal Chain—0
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
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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