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 1001–1050 of 1878 papers

TitleStatusHype
Multimodal Learning: Are Captions All You Need?—0
Challenges in Region-Specific Image Captioning: A Deep Learning Approach—0
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual ConceptsCode1
Machine-in-the-Loop Rewriting for Creative Image CaptioningCode0
“Wikily” Supervised Neural Translation Tailored to Cross-Lingual Tasks—0
Retrieval, Analogy, and Composition: A framework for Compositional Generalization in Image Captioning—0
Discovering Non-monotonic Autoregressive Orderings with Variational InferenceCode1
Bangla Image Caption Generation through CNN-Transformer based Encoder-Decoder NetworkCode0
SciCap: Generating Captions for Scientific FiguresCode1
Exploiting Cross-Modal Prediction and Relation Consistency for Semi-Supervised Image Captioning—0
A Self-Explainable Stylish Image Captioning Framework via Multi-References—0
Self-Annotated Training for Controllable Image Captioning—0
A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language ModelsCode1
Semi-Autoregressive Image CaptioningCode0
Can Audio Captions Be Evaluated with Image Caption Metrics?Code1
End-to-End Supermask Pruning: Learning to Prune Image Captioning ModelsCode1
Is An Image Worth Five Sentences? A New Look into Semantics for Image-Text Matching—0
Let there be a clock on the beach: Reducing Object Hallucination in Image CaptioningCode1
Learning Structural Representations for Recipe Generation and Food Retrieval—0
Decoupling Pragmatics: Discriminative Decoding for Referring Expression Generation—0
Geometry Attention Transformer with Position-aware LSTMs for Image CaptioningCode0
Learning Visual-Linguistic Adequacy, Fidelity, and Fluency for Novel Object Captioning—0
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks—0
Geometry-Entangled Visual Semantic Transformer for Image Captioning—0
Scene Graph Generation for Better Image Captioning?—0
Caption Enriched Samples for Improving Hateful Memes DetectionCode0
Denoising Large-Scale Image Captioning from Alt-text Data using Content Selection Models—0
Cross Modification Attention Based Deliberation Model for Image Captioning—0
Label-Attention Transformer with Geometrically Coherent Objects for Image CaptioningCode0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
UniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation—0
COSMic: A Coherence-Aware Generation Metric for Image DescriptionsCode1
Bornon: Bengali Image Captioning with Transformer-based Deep learning approach—0
Partially-Supervised Novel Object Captioning Leveraging Context from Paired Data—0
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
Vision Matters When It Should: Sanity Checking Multimodal Machine Translation ModelsCode0
RefineCap: Concept-Aware Refinement for Image Captioning—0
Journalistic Guidelines Aware News Image CaptioningCode0
GeneAnnotator: A Semi-automatic Annotation Tool for Visual Scene GraphCode1
LAViTeR: Learning Aligned Visual and Textual Representations Assisted by Image and Caption GenerationCode0
IMG2SMI: Translating Molecular Structure Images to Simplified Molecular-input Line-entry System—0
Zero-shot Natural Language Video LocalizationCode1
Automatic Text Evaluation through the Lens of Wasserstein BarycentersCode1
Similar Scenes arouse Similar Emotions: Parallel Data Augmentation for Stylized Image Captioning—0
SimVLM: Simple Visual Language Model Pretraining with Weak SupervisionCode1
Auto-Parsing Network for Image Captioning and Visual Question Answering—0
Group-based Distinctive Image Captioning with Memory Attention—0
Leveraging Human Attention in Novel Object CaptioningCode0
Perturb, Predict & Paraphrase: Semi-Supervised Learning using Noisy Student for Image CaptioningCode0
X-modaler: A Versatile and High-performance Codebase for Cross-modal AnalyticsCode1
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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