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 551–600 of 1878 papers

TitleStatusHype
Leveraging Human Attention in Novel Object CaptioningCode0
LAViTeR: Learning Aligned Visual and Textual Representations Assisted by Image and Caption GenerationCode0
Cognitive resilience: Unraveling the proficiency of image-captioning models to interpret masked visual contentCode0
Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-TuningCode0
Learning a Deep Embedding Model for Zero-Shot LearningCode0
Aligning where to see and what to tell: image caption with region-based attention and scene factorizationCode0
Cobra Effect in Reference-Free Image Captioning MetricsCode0
Human Attention in Image Captioning: Dataset and AnalysisCode0
Large Vision-Language Models for Knowledge-Grounded Data Annotation of MemesCode0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
CNN Fixations: An unraveling approach to visualize the discriminative image regionsCode0
Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image RepresentationsCode0
Language Models as Knowledge Bases for Visual Word Sense DisambiguationCode0
Adaptive Correlated Monte Carlo for Contextual Categorical Sequence GenerationCode0
Language-Driven Region Pointer Advancement for Controllable Image CaptioningCode0
CLID: Controlled-Length Image Descriptions with Limited DataCode0
CLDTracker: A Comprehensive Language Description for Visual TrackingCode0
Aligning Linguistic Words and Visual Semantic Units for Image CaptioningCode0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
Class-Conditional self-reward mechanism for improved Text-to-Image modelsCode0
A Suite of Generative Tasks for Multi-Level Multimodal Webpage UnderstandingCode0
KALE: An Artwork Image Captioning System Augmented with Heterogeneous GraphCode0
Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image CaptioningCode0
Label-Attention Transformer with Geometrically Coherent Objects for Image CaptioningCode0
CIC-BART-SSA: Controllable Image Captioning with Structured Semantic AugmentationCode0
Journalistic Guidelines Aware News Image CaptioningCode0
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated ImagesCode0
iPIC-XAI: Improving PIC-XAI for Enhanced Image Captioning ExplanationCode0
JaSPICE: Automatic Evaluation Metric Using Predicate-Argument Structures for Image Captioning ModelsCode0
InstructSeq: Unifying Vision Tasks with Instruction-conditioned Multi-modal Sequence GenerationCode0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
JoVALE: Detecting Human Actions in Video Using Audiovisual and Language ContextsCode0
Learning like a Child: Fast Novel Visual Concept Learning from Sentence Descriptions of ImagesCode0
Target-oriented Sentiment Classification with Sequential Cross-modal Semantic GraphCode0
Improving Image Captioning with Conditional Generative Adversarial NetsCode0
Ask, Attend and Answer: Exploring Question-Guided Spatial Attention for Visual Question AnsweringCode0
Improving Reinforcement Learning Based Image Captioning with Natural Language PriorCode0
Improved Bengali Image Captioning via deep convolutional neural network based encoder-decoder modelCode0
Improved Image Captioning via Policy Gradient optimization of SPIDErCode0
IMAGINATOR: Pre-Trained Image+Text Joint Embeddings using Word-Level Grounding of ImagesCode0
A Survey on Biomedical Image CaptioningCode0
Implicit Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Improving Explicit Spatial Relationships in Text-to-Image Generation through an Automatically Derived DatasetCode0
Image Captioning with Deep Bidirectional LSTMsCode0
A Semi-supervised Framework for Image CaptioningCode0
Cascaded Revision Network for Novel Object CaptioningCode0
Image Captioning with Attention for Smart Local Tourism using EfficientNetCode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
Image Captioning: Transforming Objects into WordsCode0
Image Captioning using Deep Neural ArchitecturesCode0
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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