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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 1551–1600 of 1878 papers

TitleStatusHype
A Neural Compositional Paradigm for Image CaptioningCode0
Bringing back simplicity and lightliness into neural image captioning—0
Look Deeper See Richer: Depth-aware Image Paragraph Captioning—0
UMONS Submission for WMT18 Multimodal Translation TaskCode0
Quantifying the amount of visual information used by neural caption generatorsCode0
Image Captioning as Neural Machine Translation Task in SOCKEYE—0
A Comprehensive Survey of Deep Learning for Image CaptioningCode0
Image-to-Video Person Re-Identification by Reusing Cross-modal Embeddings—0
Training for Diversity in Image Paragraph CaptioningCode0
Surprisingly Easy Hard-Attention for Sequence to Sequence LearningCode0
Grounding Semantic Roles in Images—0
Disambiguated skip-gram model—0
Multimodal Differential Network for Visual Question Generation—0
EmojiGAN: learning emojis distributions with a generative model—0
Input Combination Strategies for Multi-Source Transformer Decoder—0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization—0
Vector Learning for Cross Domain Representations—0
Differentiable Expected BLEU for Text Generation—0
Semantically Invariant Text-to-Image Generation—0
GraphSeq2Seq: Graph-Sequence-to-Sequence for Neural Machine Translation—0
Batch-normalized Recurrent Highway NetworksCode0
Fast and Simple Mixture of Softmaxes with BPE and Hybrid-LightRNN for Language GenerationCode0
A Neural Compositional Paradigm for Image Captioning—0
Textually Enriched Neural Module Networks for Visual Question Answering—0
Towards Accountable AI: Hybrid Human-Machine Analyses for Characterizing System Failure—0
Exploring Visual Relationship for Image Captioning—0
Image Captioning based on Deep Reinforcement Learning—0
Improving Reinforcement Learning Based Image Captioning with Natural Language PriorCode0
End-to-end Image Captioning Exploits Multimodal Distributional Similarity—0
SPASS: Scientific Prominence Active Search System with Deep Image Captioning Network—0
Object Hallucination in Image CaptioningCode0
Accelerated Reinforcement Learning for Sentence Generation by Vocabulary PredictionCode0
Diverse and Coherent Paragraph Generation from Images—0
Chittron: An Automatic Bangla Image Captioning System—0
NNEval: Neural Network based Evaluation Metric for Image Captioning—0
``Factual'' or ``Emotional'': Stylized Image Captioning with Adaptive Learning and Attention—0
When to Finish? Optimal Beam Search for Neural Text Generation (modulo beam size)—0
Multi-Reference Training with Pseudo-References for Neural Translation and Text Generation—0
simNet: Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image CaptionsCode0
Approximate Distribution Matching for Sequence-to-Sequence Learning—0
Context-Aware Visual Policy Network for Sequence-Level Image CaptioningCode0
Dropout during inference as a model for neurological degeneration in an image captioning network—0
Visual Question Answering Dataset for Bilingual Image Understanding: A Study of Cross-Lingual Transfer Using Attention Maps—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Using Word Embeddings for Unsupervised Acronym Disambiguation—0
Incorporating Deep Visual Features into Multiobjective based Multi-view Search Results Clustering—0
Doubly Attentive Transformer Machine Translation—0
Recurrent Fusion Network for Image Captioning—0
Rethinking the Form of Latent States in Image Captioning—0
Distinctive-attribute Extraction for Image Captioning—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