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A thorough review of models, evaluation metrics, and datasets on image captioning

https://doi.org/10.1049/ipr2.12367
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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4471-0219-9_20openalex-snapshot
Applying LSTM to Time Series Predictable Through Time-Window Approaches
inferredcites →https://doi.org/10.1007/978-3-030-01216-8_31openalex-snapshot
Recurrent Fusion Network for Image Captioning
inferredcites →https://doi.org/10.1007/978-3-030-01264-9_42openalex-snapshot
Exploring Visual Relationship for Image Captioning
inferredcites →https://doi.org/10.1007/978-3-030-58452-8_22openalex-snapshot
Compare and Reweight: Distinctive Image Captioning Using Similar Images Sets
inferredcites →https://doi.org/10.1007/978-3-030-58571-6_37openalex-snapshot
Towards Unique and Informative Captioning of Images
inferredcites →https://doi.org/10.1007/978-3-030-58598-3_10openalex-snapshot
Learning Visual Representations with Caption Annotations
inferredcites →https://doi.org/10.1007/978-3-030-58601-0_1openalex-snapshot
Fashion Captioning: Towards Generating Accurate Descriptions with Semantic Rewards
inferredcites →https://doi.org/10.1007/978-3-030-58601-0_42openalex-snapshot
Length-Controllable Image Captioning
inferredcites →https://doi.org/10.1007/978-3-319-10602-1_48openalex-snapshot
Microsoft COCO: Common Objects in Context
inferredcites →https://doi.org/10.1007/978-3-319-46454-1_24openalex-snapshot
SPICE: Semantic Propositional Image Caption Evaluation
inferredcites →https://doi.org/10.1007/978-3-642-15561-1_2openalex-snapshot
Every Picture Tells a Story: Generating Sentences from Images
inferredcites →https://doi.org/10.1007/s11263-009-0275-4openalex-snapshot
The Pascal Visual Object Classes (VOC) Challenge
inferredcites →https://doi.org/10.1007/s11263-015-0816-yopenalex-snapshot
ImageNet Large Scale Visual Recognition Challenge
inferredcites →https://doi.org/10.1007/s11263-016-0981-7openalex-snapshot
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations
inferredcites →https://doi.org/10.1016/j.neucom.2018.03.078openalex-snapshot
Image captioning by incorporating affective concepts learned from both visual and textual components
inferredcites →https://doi.org/10.1016/j.neucom.2018.05.080openalex-snapshot
A survey on automatic image caption generation
inferredcites →https://doi.org/10.1023/a:1011139631724openalex-snapshot
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
inferredcites →https://doi.org/10.1109/cvpr.2010.5540112openalex-snapshot
Connecting modalities: Semi-supervised segmentation and annotation of images using unaligned text corpora
inferredcites →https://doi.org/10.1109/cvpr.2013.387openalex-snapshot
Bringing Semantics into Focus Using Visual Abstraction
inferredcites →https://doi.org/10.1109/cvpr.2014.81openalex-snapshot
Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation
inferredcites →https://doi.org/10.1109/cvpr.2015.7298594openalex-snapshot
Going deeper with convolutions
inferredcites →https://doi.org/10.1109/cvpr.2015.7298754openalex-snapshot
From captions to visual concepts and back
inferredcites →https://doi.org/10.1109/cvpr.2015.7298932openalex-snapshot
Deep visual-semantic alignments for generating image descriptions
inferredcites →https://doi.org/10.1109/cvpr.2015.7298935openalex-snapshot
Show and tell: A neural image caption generator
inferredcites →https://doi.org/10.1109/cvpr.2015.7299087openalex-snapshot
CIDEr: Consensus-based image description evaluation
inferredcites →https://doi.org/10.1109/cvpr.2016.29openalex-snapshot
What Value Do Explicit High Level Concepts Have in Vision to Language Problems?
inferredcites →https://doi.org/10.1109/cvpr.2016.494openalex-snapshot
DenseCap: Fully Convolutional Localization Networks for Dense Captioning
inferredcites →https://doi.org/10.1109/cvpr.2016.503openalex-snapshot
Image Captioning with Semantic Attention
inferredcites →https://doi.org/10.1109/cvpr.2016.597openalex-snapshot
Situation Recognition: Visual Semantic Role Labeling for Image Understanding
inferredcites →https://doi.org/10.1109/cvpr.2016.8openalex-snapshot
Deep Compositional Captioning: Describing Novel Object Categories without Paired Training Data
inferredcites →https://doi.org/10.1109/cvpr.2017.131openalex-snapshot
Self-Critical Sequence Training for Image Captioning
inferredcites →https://doi.org/10.1109/cvpr.2017.345openalex-snapshot
Knowing When to Look: Adaptive Attention via a Visual Sentinel for Image Captioning
inferredcites →https://doi.org/10.1109/cvpr.2017.559openalex-snapshot
Incorporating Copying Mechanism in Image Captioning for Learning Novel Objects
inferredcites →https://doi.org/10.1109/cvpr.2017.667openalex-snapshot
SCA-CNN: Spatial and Channel-Wise Attention in Convolutional Networks for Image Captioning
inferredcites →https://doi.org/10.1109/cvpr.2018.00146openalex-snapshot
GroupCap: Group-Based Image Captioning with Structured Relevance and Diversity Constraints
inferredcites →https://doi.org/10.1109/cvpr.2018.00608openalex-snapshot
Learning to Evaluate Image Captioning
inferredcites →https://doi.org/10.1109/cvpr.2018.00636openalex-snapshot
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering
inferredcites →https://doi.org/10.1109/cvpr.2018.00754openalex-snapshot
Neural Baby Talk
inferredcites →https://doi.org/10.1109/cvpr.2019.00679openalex-snapshot
Reinforced Cross-Modal Matching and Self-Supervised Imitation Learning for Vision-Language Navigation
inferredcites →https://doi.org/10.1109/cvpr.2019.00859openalex-snapshot
Intention Oriented Image Captions With Guiding Objects
inferredcites →https://doi.org/10.1109/cvpr.2019.01094openalex-snapshot
Auto-Encoding Scene Graphs for Image Captioning
inferredcites →https://doi.org/10.1109/cvpr.2019.01278openalex-snapshot
Pointing Novel Objects in Image Captioning
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00998openalex-snapshot
Say As You Wish: Fine-Grained Control of Image Caption Generation With Abstract Scene Graphs
inferredcites →https://doi.org/10.1109/cvpr42600.2020.01098openalex-snapshot
X-Linear Attention Networks for Image Captioning
inferredcites →https://doi.org/10.1109/cvpr46437.2021.01245openalex-snapshot
Towards Accurate Text-based Image Captioning with Content Diversity Exploration
inferredcites →https://doi.org/10.1109/icassp.2013.6639343openalex-snapshot
Building high-level features using large scale unsupervised learning
inferredcites →https://doi.org/10.1109/iccv.2013.211openalex-snapshot
Learning the Visual Interpretation of Sentences
inferredcites →https://doi.org/10.1109/iccv.2015.277openalex-snapshot
Guiding the Long-Short Term Memory Model for Image Caption Generation
inferredcites →https://doi.org/10.1109/iccv.2015.306openalex-snapshot
Common Subspace for Model and Similarity: Phrase Learning for Caption Generation from Images
inferredcites →https://doi.org/10.1109/iccv.2015.515openalex-snapshot
Sequence to Sequence -- Video to Text
inferredcites →https://doi.org/10.1109/iccv.2017.100openalex-snapshot
Improved Image Captioning via Policy Gradient optimization of SPIDEr
inferredcites →https://doi.org/10.1109/iccv.2017.524openalex-snapshot
Boosting Image Captioning with Attributes
inferredcites →https://doi.org/10.1109/iccv.2019.00271openalex-snapshot
Hierarchy Parsing for Image Captioning
inferredcites →https://doi.org/10.1109/iccv48922.2021.00986openalex-snapshot
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
inferredcites →https://doi.org/10.1109/icme51207.2021.9428310openalex-snapshot
Exploring Explicit And Implicit Visual Relationships For Image Captioning
inferredcites →https://doi.org/10.1109/igarss39084.2020.9323213openalex-snapshot
Instance-Aware Remote Sensing Image Captioning with Cross-Hierarchy Attention
inferredcites →https://doi.org/10.1109/parc49193.2020.236619openalex-snapshot
Image Captioning: A Comprehensive Survey
inferredcites →https://doi.org/10.1109/tmm.2020.3011317openalex-snapshot
Fine-Grained Image Captioning With Global-Local Discriminative Objective
inferredcites →https://doi.org/10.1109/tpami.2009.167openalex-snapshot
Object Detection with Discriminatively Trained Part-Based Models
inferredcites →https://doi.org/10.1109/tpami.2012.162openalex-snapshot
BabyTalk: Understanding and Generating Simple Image Descriptions
inferredcites →https://doi.org/10.1109/tpami.2016.2577031openalex-snapshot
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
inferredcites →https://doi.org/10.1109/tpami.2016.2642953openalex-snapshot
Aligning Where to See and What to Tell: Image Captioning with Region-Based Attention and Scene-Specific Contexts
inferredcites →https://doi.org/10.1126/science.298.5594.824openalex-snapshot
Network Motifs: Simple Building Blocks of Complex Networks
inferredcites →https://doi.org/10.1145/3444685.3446322openalex-snapshot
Towards annotation-free evaluation of cross-lingual image captioning
inferredcites →https://doi.org/10.1145/3474085.3475215openalex-snapshot
Group-based Distinctive Image Captioning with Memory Attention
inferredcites →https://doi.org/10.1145/3474085.3475439openalex-snapshot
Dual Graph Convolutional Networks with Transformer and Curriculum Learning for Image Captioning
inferredcites →https://doi.org/10.1145/3474085.3475662openalex-snapshot
Similar Scenes Arouse Similar Emotions
inferredcites →https://doi.org/10.1145/3503161.3548409openalex-snapshot
ReFormer: The Relational Transformer for Image Captioning
inferredcites →https://doi.org/10.1162/0899766042321814openalex-snapshot
Canonical Correlation Analysis: An Overview with Application to Learning Methods
inferredcites →https://doi.org/10.1162/153244303768966085openalex-snapshot
10.1162/153244303768966085
inferredcites →https://doi.org/10.1162/tacl_a_00166openalex-snapshot
From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions
inferredcites →https://doi.org/10.1162/tacl_a_00177openalex-snapshot
Grounded Compositional Semantics for Finding and Describing Images with Sentences
inferredcites →https://doi.org/10.1162/tacl_a_00188openalex-snapshot
T ree T alk : Composition and Compression of Trees for Image Descriptions
inferredcites →https://doi.org/10.1609/aaai.v26i1.8205openalex-snapshot
Choosing Linguistics over Vision to Describe Images
inferredcites →https://doi.org/10.1609/aaai.v34i07.7005openalex-snapshot
Unified Vision-Language Pre-Training for Image Captioning and VQA
inferredcites →https://doi.org/10.1609/aaai.v35i10.17034openalex-snapshot
Scheduled Sampling in Vision-Language Pretraining with Decoupled Encoder-Decoder Network
inferredcites →https://doi.org/10.1609/aaai.v35i2.16258openalex-snapshot
Improving Image Captioning by Leveraging Intra- and Inter-layer Global Representation in Transformer Network
inferredcites →https://doi.org/10.1613/jair.3994openalex-snapshot
Framing Image Description as a Ranking Task: Data, Models and Evaluation Metrics
inferredcites →https://doi.org/10.1613/jair.4900openalex-snapshot
Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures
inferredcites →https://doi.org/10.18653/v1/2020.findings-emnlp.411openalex-snapshot
Structural and Functional Decomposition for Personality Image Captioning in a Communication Game
inferredcites →https://doi.org/10.18653/v1/2021.acl-short.29openalex-snapshot
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning
inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.595openalex-snapshot
CLIPScore: A Reference-free Evaluation Metric for Image Captioning
inferredcites →https://doi.org/10.18653/v1/2021.findings-emnlp.395openalex-snapshot
QACE: Asking Questions to Evaluate an Image Caption
inferredcites →https://doi.org/10.18653/v1/d13-1128openalex-snapshot
Image Description using Visual Dependency Representations
inferredcites →https://doi.org/10.18653/v1/d17-1098openalex-snapshot
Guided Open Vocabulary Image Captioning with Constrained Beam Search
inferredcites →https://doi.org/10.18653/v1/p17-2066openalex-snapshot
STAIR Captions: Constructing a Large-Scale Japanese Image Caption Dataset
inferredcites →https://doi.org/10.18653/v1/p18-1238openalex-snapshot
Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image Captioning
inferredcites →https://doi.org/10.23919/fruct52173.2021.9435534openalex-snapshot
Deep Image Captioning Survey: A Resource Availability Perspective
inferredcites →https://doi.org/10.24963/ijcai.2021/91openalex-snapshot
TCIC: Theme Concepts Learning Cross Language and Vision for Image Captioning
inferredcites →https://doi.org/10.3115/1073083.1073135openalex-snapshot
BLEU
inferredcites →https://doi.org/10.3115/1073445.1073465openalex-snapshot
Automatic evaluation of summaries using N-gram co-occurrence statistics
inferredcites →https://doi.org/10.3115/1075096.1075150openalex-snapshot
Accurate unlexicalized parsing
inferredcites →https://doi.org/10.3115/v1/d14-1179openalex-snapshot
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation
inferredcites →https://doi.org/10.3115/v1/n15-1053openalex-snapshot
Déjà Image-Captions: A Corpus of Expressive Descriptions in Repetition
inferredcites →https://doi.org/10.3115/v1/p14-2097openalex-snapshot
Nonparametric Method for Data-driven Image Captioning
inferredcites →https://doi.org/10.48550/arxiv.1301.3781openalex-snapshot
Efficient Estimation of Word Representations in Vector Space
inferredcites →https://doi.org/10.48550/arxiv.1402.1128openalex-snapshot
Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition
inferredcites →https://doi.org/10.48550/arxiv.1406.5679openalex-snapshot
Deep Fragment Embeddings for Bidirectional Image Sentence Mapping
inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot
Very Deep Convolutional Networks for Large-Scale Image Recognition
inferredcites →https://doi.org/10.48550/arxiv.1409.2329openalex-snapshot
Recurrent Neural Network Regularization
inferredcites →https://doi.org/10.48550/arxiv.1409.3215openalex-snapshot
Sequence to Sequence Learning with Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1502.03044openalex-snapshot
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention
inferredcites →https://doi.org/10.48550/arxiv.1506.00019openalex-snapshot
A Critical Review of Recurrent Neural Networks for Sequence Learning
inferredcites →https://doi.org/10.48550/arxiv.1511.06732openalex-snapshot
Sequence Level Training with Recurrent Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.2007.02375openalex-snapshot
Auto-captions on GIF: A Large-scale Video-sentence Dataset for Vision-language Pre-training
inferredcites →https://doi.org/10.48550/arxiv.2011.00966openalex-snapshot
Diverse Image Captioning with Context-Object Split Latent Spaces
inferredcites →https://doi.org/10.48550/arxiv.2011.08543openalex-snapshot
Structural and Functional Decomposition for Personality Image Captioning in a Communication Game
inferredcites →https://doi.org/10.48550/arxiv.2101.10804openalex-snapshot
CPTR: Full Transformer Network for Image Captioning
inferredcites →https://doi.org/10.48550/arxiv.2106.10658openalex-snapshot
Exploring Semantic Relationships for Unpaired Image Captioning
inferredcites →https://doi.org/10.48550/arxiv.2107.13114openalex-snapshot
A Thorough Review on Recent Deep Learning Methodologies for Image Captioning

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Deep learning and knowledge graph for image/video captioning: A review of datasets, evaluation metrics, and methods
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Semantic Analysis of Moving Objects in Video Sequences
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Image Captioning: An Understanding Study
inferred← citeshttps://doi.org/10.1007/s11042-024-20095-0openalex-snapshot
A comprehensive review of image caption generation
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An Efficient EPReLU-CSGNN-MALSTCAM and SSOA-Based Explainable Artificial Intelligence (XAI) to Generate Textual Explanations
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Automatic image captioning in Thai for house defect using a deep learning-based approach
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A survey on advancements in image–text multimodal models: From general techniques to biomedical implementations
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Attention-based transformer models for image captioning across languages: An in-depth survey and evaluation
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Image captioning by diffusion models: A survey
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Transformer-based local-global guidance for image captioning
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Tiny TR-CAP: A novel small-scale benchmark dataset for general-purpose image captioning tasks
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A comprehensive construction of deep neural network‐based encoder–decoder framework for automatic image captioning systems
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Image recognition and intelligent space allocation strategy optimization in interior architectural design
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Comprehensive and Comparative Analysis between Transfer Learning and Custom Built VGG and CNN-SVM Models for Wildfire Detection
inferred← citeshttps://doi.org/10.1109/incos59338.2024.10527589openalex-snapshot
Image Captioning based on Encoder Decoder Architecture
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Jewelry Recognition via Encoder-Decoder Models
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Development of Hybrid Image Caption Generation Method using Deep Learning
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CapNet: An Encoder-Decoder based Neural Network Model for Automatic Bangla Image Caption Generation
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Study and Development of Image Caption Generation using Various Encoders for Different Image Categories
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A Survey on Enhancing Image Captioning with Advanced Strategies and Techniques
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Aligning vision and language for image captioning using deep learning
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Image Captioning with External Knowledge
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A Systematic Literature Review on Using the Encoder-Decoder Models for Image Captioning in English and Arabic Languages
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Automatic Identification and Description of Jewelry Through Computer Vision and Neural Networks for Translators and Interpreters
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A Comprehensive Survey of Deep Learning Approaches in Image Processing
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Automatic Skin Lesion Diagnosis and Medical ReportGeneration Based on Image Captioning
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TRCaptionNet: A novel and accurate deep Turkish image captioning model with vision transformer based image encoders and deep linguistic text decoders
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