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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 1501–1550 of 1878 papers

TitleStatusHype
Attend More Times for Image Captioning—0
An Attempt towards Interpretable Audio-Visual Video Captioning—0
Auto-Encoding Scene Graphs for Image CaptioningCode0
Learning to Caption Images through a Lifetime by Asking QuestionsCode0
Towards Task Understanding in Visual Settings—0
Unsupervised Image CaptioningCode0
Show, Control and Tell: A Framework for Generating Controllable and Grounded CaptionsCode0
A Novel Technique for Evidence based Conditional Inference in Deep Neural Networks via Latent Feature Perturbation—0
Senti-Attend: Image Captioning using Sentiment and Attention—0
An Interpretable Model for Scene Graph Generation—0
Intention Oriented Image Captions with Guiding Objects—0
Image Captioning Based on a Hierarchical Attention Mechanism and Policy Gradient Optimization—0
AttS2S-VC: Sequence-to-Sequence Voice Conversion with Attention and Context Preservation Mechanisms—0
Generating Description for Sequential Images with Local-Object Attention Conditioned on Global Semantic Context—0
Decoding Strategies for Neural Referring Expression Generation—0
Treat the system like a human student: Automatic naturalness evaluation of generated text without reference texts—0
The Task Matters: Comparing Image Captioning and Task-Based Dialogical Image Description—0
Importance of Self-Attention for Sentiment Analysis—0
End-to-end Image Captioning Exploits Distributional Similarity in Multimodal SpaceCode0
A sequential guiding network with attention for image captioning—0
Gated Hierarchical Attention for Image CaptioningCode1
Engaging Image Captioning Via Personality—0
Area AttentionCode0
A Neural Compositional Paradigm for Image CaptioningCode0
Look Deeper See Richer: Depth-aware Image Paragraph Captioning—0
UMONS Submission for WMT18 Multimodal Translation TaskCode0
Bringing back simplicity and lightliness into neural image captioning—0
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
Input Combination Strategies for Multi-Source Transformer Decoder—0
EmojiGAN: learning emojis distributions with a generative model—0
Surprisingly Easy Hard-Attention for Sequence to Sequence LearningCode0
Disambiguated skip-gram model—0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization—0
Training for Diversity in Image Paragraph CaptioningCode0
Multimodal Differential Network for Visual Question Generation—0
Grounding Semantic Roles in Images—0
GraphSeq2Seq: Graph-Sequence-to-Sequence for Neural Machine Translation—0
Differentiable Expected BLEU for Text Generation—0
Semantically Invariant Text-to-Image Generation—0
Vector Learning for Cross Domain Representations—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
Improving Reinforcement Learning Based Image Captioning with Natural Language PriorCode0
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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