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 501–550 of 1878 papers

TitleStatusHype
Auto-Encoding Scene Graphs for Image CaptioningCode0
Learning to Evaluate Image CaptioningCode0
Learning to Collocate Visual-Linguistic Neural Modules for Image CaptioningCode0
Learning Visually-Grounded Semantics from Contrastive Adversarial SamplesCode0
Adapting Contrastive Language-Image Pretrained (CLIP) Models for Out-of-Distribution DetectionCode0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
Learning like a Child: Fast Novel Visual Concept Learning from Sentence Descriptions of ImagesCode0
LAViTeR: Learning Aligned Visual and Textual Representations Assisted by Image and Caption GenerationCode0
Large Vision-Language Models for Knowledge-Grounded Data Annotation of MemesCode0
Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-TuningCode0
A Unified Debiasing Approach for Vision-Language Models across Modalities and TasksCode0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
Context-Aware Visual Policy Network for Sequence-Level Image CaptioningCode0
Language-Driven Region Pointer Advancement for Controllable Image CaptioningCode0
Language Models as Knowledge Bases for Visual Word Sense DisambiguationCode0
Learning a Deep Embedding Model for Zero-Shot LearningCode0
Multimodal Learning for Hateful Memes DetectionCode0
ReFormer: The Relational Transformer for Image CaptioningCode0
Context-aware Captions from Context-agnostic SupervisionCode0
ContCap: A scalable framework for continual image captioningCode0
JoVALE: Detecting Human Actions in Video Using Audiovisual and Language ContextsCode0
KALE: An Artwork Image Captioning System Augmented with Heterogeneous GraphCode0
Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image CaptioningCode0
JaSPICE: Automatic Evaluation Metric Using Predicate-Argument Structures for Image Captioning ModelsCode0
Journalistic Guidelines Aware News Image CaptioningCode0
Connecting Vision and Language with Localized NarrativesCode0
A Benchmark for Multi-Lingual Vision-Language Learning in Remote Sensing Image CaptioningCode0
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated ImagesCode0
InstructSeq: Unifying Vision Tasks with Instruction-conditioned Multi-modal Sequence GenerationCode0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image CaptioningCode0
AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree SearchCode0
iPIC-XAI: Improving PIC-XAI for Enhanced Image Captioning ExplanationCode0
Attention on Attention for Image CaptioningCode0
Adaptive Testing of Computer Vision ModelsCode0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
Improving Image Captioning with Conditional Generative Adversarial NetsCode0
Composition and Deformance: Measuring Imageability with a Text-to-Image ModelCode0
Improving Reinforcement Learning Based Image Captioning with Natural Language PriorCode0
Compositional Image-Text Matching and Retrieval by Grounding EntitiesCode0
Compositional Generalization in Image CaptioningCode0
Adaptively Clustering Neighbor Elements for Image-Text GenerationCode0
Improved Image Captioning via Policy Gradient optimization of SPIDErCode0
Attention-Based Models for Text-Dependent Speaker VerificationCode0
Improving Explicit Spatial Relationships in Text-to-Image Generation through an Automatically Derived DatasetCode0
Attend to You: Personalized Image Captioning with Context Sequence Memory NetworksCode0
IMAGINATOR: Pre-Trained Image+Text Joint Embeddings using Word-Level Grounding of ImagesCode0
COMIC: Towards A Compact Image Captioning Model with AttentionCode0
Implicit Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
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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