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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
Image Captioning based on Deep Reinforcement Learning—0
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
``Factual'' or ``Emotional'': Stylized Image Captioning with Adaptive Learning and Attention—0
NNEval: Neural Network based Evaluation Metric for Image Captioning—0
When to Finish? Optimal Beam Search for Neural Text Generation (modulo beam size)—0
Hard Non-Monotonic Attention for Character-Level TransductionCode1
Multi-Reference Training with Pseudo-References for Neural Translation and Text Generation—0
A neural attention model for speech command recognitionCode1
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
Using Word Embeddings for Unsupervised Acronym Disambiguation—0
Incorporating Deep Visual Features into Multiobjective based Multi-view Search Results Clustering—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
Doubly Attentive Transformer Machine Translation—0
Rethinking the Form of Latent States in Image Captioning—0
Recurrent Fusion Network for Image Captioning—0
Distinctive-attribute Extraction for Image Captioning—0
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
Texar: A Modularized, Versatile, and Extensible Toolbox for Text Generation—0
Multimodal Named Entity Disambiguation for Noisy Social Media Posts—0
Document Modeling with External Attention for Sentence ExtractionCode0
A Neural Approach to Pun Generation—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
Learning Visually-Grounded Semantics from Contrastive Adversarial SamplesCode0
BFGAN: Backward and Forward Generative Adversarial Networks for Lexically Constrained Sentence Generation—0
RISE: Randomized Input Sampling for Explanation of Black-box ModelsCode1
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
Stacked Latent Attention for Multimodal Reasoning—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