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 1601–1650 of 1878 papers

TitleStatusHype
Inductive Visual Localisation: Factorised Training for Superior Generalisation—0
What is not where: the challenge of integrating spatial representations into deep learning architectures—0
Equal But Not The Same: Understanding the Implicit Relationship Between Persuasive Images and Text—0
Contextual Memory Trees—0
"Factual" or "Emotional": Stylized Image Captioning with Adaptive Learning and Attention—0
Topic-Guided Attention for Image CaptioningCode0
Learning The Sequential Temporal Information with Recurrent Neural Networks—0
Face-Cap: Image Captioning using Facial Expression AnalysisCode0
Women also Snowboard: Overcoming Bias in Captioning Models (Extended Abstract)—0
The price of debiasing automatic metrics in natural language evalaution—0
Learning-based Composite Metrics for Improved Caption Evaluation—0
Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image CaptioningCode0
Connecting Language and Vision to Actions—0
A Neural Approach to Pun Generation—0
Texar: A Modularized, Versatile, and Extensible Toolbox for Text Generation—0
Document Modeling with External Attention for Sentence ExtractionCode0
Multimodal Named Entity Disambiguation for Noisy Social Media Posts—0
Learning Visually-Grounded Semantics from Contrastive Adversarial SamplesCode0
BFGAN: Backward and Forward Generative Adversarial Networks for Lexically Constrained Sentence Generation—0
Learning to Evaluate Image CaptioningCode0
Multi-Level Policy and Reward Reinforcement Learning for Image Captioning—0
Partially-Supervised Image Captioning—0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
Categorizing Concepts With Basic Level for Vision-to-Language—0
Generating Image Captions in Arabic using Root-Word Based Recurrent Neural Networks and Deep Neural Networks—0
Generative Bridging Network for Neural Sequence Prediction—0
Exploring the Functional and Geometric Bias of Spatial Relations Using Neural Language Models—0
Stacked Latent Attention for Multimodal Reasoning—0
GroupCap: Group-Based Image Captioning With Structured Relevance and Diversity Constraints—0
Learning Word Embeddings for Low-Resource Languages by PU Learning—0
Interpretable Video Captioning via Trajectory Structured Localization—0
How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in DialoguesCode0
Telling Stories with Soundtracks: An Empirical Analysis of Music in Film—0
Visually Guided Spatial Relation Extraction from Text—0
Dialog Generation Using Multi-Turn Reasoning Neural Networks—0
Fast, Diverse and Accurate Image Captioning Guided By Part-of-Speech—0
Neural Joking Machine : Humorous image captioning—0
Grow and Prune Compact, Fast, and Accurate LSTMs—0
Joint Image Captioning and Question Answering—0
Turbo Learning for Captionbot and Drawingbot—0
SemStyle: Learning to Generate Stylised Image Captions using Unaligned TextCode0
Improving Image Captioning with Conditional Generative Adversarial NetsCode0
Defoiling Foiled Image CaptionsCode0
Token-level and sequence-level loss smoothing for RNN language modelsCode0
Image CaptioningCode0
A vision-grounded dataset for predicting typical locations for verbs—0
Augmenting Image Question Answering Dataset by Exploiting Image Captions—0
Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal ReasoningCode0
Edit me: A Corpus and a Framework for Understanding Natural Language Image Editing—0
Annotating Modality Expressions and Event Factuality for a Japanese Chess Commentary Corpus—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