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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 1601–1650 of 1878 papers

TitleStatusHype
How Vision Affects Language: Comparing Masked Self-Attention in Uni-Modal and Multi-Modal Transformer—0
How Vision-Language Tasks Benefit from Large Pre-trained Models: A Survey—0
Human Action Adverb Recognition: ADHA Dataset and A Three-Stream Hybrid Model—0
Can Machines Imitate Humans? Integrative Turing Tests for Vision and Language Demonstrate a Narrowing Gap—0
Hyperparameter Analysis for Image Captioning—0
I2T2I: Learning Text to Image Synthesis with Textual Data Augmentation—0
iCap: Interactive Image Captioning with Predictive Text—0
IcoCap: Improving Video Captioning by Compounding Images—0
IIHT: Medical Report Generation with Image-to-Indicator Hierarchical Transformer—0
Im2Text: Describing Images Using 1 Million Captioned Photographs—0
Image2Text2Image: A Novel Framework for Label-Free Evaluation of Image-to-Text Generation with Text-to-Image Diffusion Models—0
Image Annotation with ISO-Space: Distinguishing Content from Structure—0
Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks—0
Image Based Review Text Generation with Emotional Guidance—0
ImageCaptioner^2: Image Captioner for Image Captioning Bias Amplification Assessment—0
Image Captioners Are Scalable Vision Learners Too—0
Image Captioners Sometimes Tell More Than Images They See—0
Image Caption Generation for Low-Resource Assamese Language—0
Image Caption Generation Framework for Assamese News using Attention Mechanism—0
Image Captioning and Classification of Dangerous Situations—0
Image Captioning and Visual Question Answering Based on Attributes and External Knowledge—0
Image Captioning as Neural Machine Translation Task in SOCKEYE—0
Image Captioning at Will: A Versatile Scheme for Effectively Injecting Sentiments into Image Descriptions—0
Image Captioning Based on a Hierarchical Attention Mechanism and Policy Gradient Optimization—0
Image Captioning based on Deep Learning Methods: A Survey—0
Image Captioning based on Deep Reinforcement Learning—0
Image Captioning based on Feature Refinement and Reflective Decoding—0
Image captioning for Brazilian Portuguese using GRIT model—0
Image captioning in different languages—0
Image Captioning in news report scenario—0
Image Captioning using Deep Stacked LSTMs, Contextual Word Embeddings and Data Augmentation—0
Image Captioning using Facial Expression and Attention—0
Image Captioning using Multiple Transformers for Self-Attention Mechanism—0
Image Captioning with Compositional Neural Module Networks—0
Image Captioning with Context-Aware Auxiliary Guidance—0
Image Captioning with Integrated Bottom-Up and Multi-level Residual Top-Down Attention for Game Scene Understanding—0
Image Captioning with Object Detection and Localization—0
Image Captioning with Semantic Attention—0
Image Captioning with Unseen Objects—0
Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach—0
Image Captioning with Visual Object Representations Grounded in the Textual Modality—0
Image captioning with weakly-supervised attention penalty—0
Image Generation from Image Captioning -- Invertible Approach—0
Image Representations and New Domains in Neural Image Captioning—0
Image-Text Retrieval with Binary and Continuous Label Supervision—0
Image to Bengali Caption Generation Using Deep CNN and Bidirectional Gated Recurrent Unit—0
Image to Language Understanding: Captioning approach—0
Image-to-Video Person Re-Identification by Reusing Cross-modal Embeddings—0
IMG2SMI: Translating Molecular Structure Images to Simplified Molecular-input Line-entry System—0
Impact of Language Guidance: A Reproducibility Study—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