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 1351–1400 of 1878 papers

TitleStatusHype
Connecting Vision and Language with Localized NarrativesCode0
Scratch that! An Evolution-based Adversarial Attack against Neural NetworksCode0
Better Understanding Hierarchical Visual Relationship for Image Caption—0
Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models—0
Deep Bayesian Active Learning for Multiple Correct Outputs—0
Learning to Relate from Captions and Bounding Boxes—0
Interpreting Context of Images using Scene Graphs—0
Variational Structured Semantic Inference for Diverse Image Captioning—0
OptiBox: Breaking the Limits of Proposals for Visual Grounding—0
Multimodal Machine Translation through Visuals and Speech—0
Towards Fairness in Visual Recognition: Effective Strategies for Bias MitigationCode0
Event Recognition with Automatic Album Detection based on Sequential Processing, Neural Attention and Image Captioning—0
CRUR: Coupled-Recurrent Unit for Unification, Conceptualization and Context Capture for Language Representation -- A Generalization of Bi Directional LSTM—0
TPsgtR: Neural-Symbolic Tensor Product Scene-Graph-Triplet Representation for Image Captioning—0
Injecting Prior Knowledge into Image Caption Generation—0
Reinforcing an Image Caption Generator Using Off-Line Human Feedback—0
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication—0
Can Neural Image Captioning be Controlled via Forced Attention?—0
Sequence Modeling with Unconstrained Generation OrderCode0
Self-Adaptive Scaling for Learnable Residual Structure—0
English to Hindi Multi-modal Neural Machine Translation and Hindi Image Captioning—0
On the Role of Scene Graphs in Image Captioning—0
Hidden State Guidance: Improving Image Captioning using An Image Conditioned Autoencoder—0
Can adversarial training learn image captioning ?Code0
Semantic Object Accuracy for Generative Text-to-Image SynthesisCode0
Hierarchical Prototype Learning for Zero-Shot Recognition—0
ATZSL: Defensive Zero-Shot Recognition in the Presence of Adversaries—0
Convolutional Prototype Learning for Zero-Shot Recognition—0
Exploring Overall Contextual Information for Image Captioning in Human-Like Cognitive Style—0
Tell-the-difference: Fine-grained Visual Descriptor via a Discriminating Referee—0
Semantic-aware Image Deblurring—0
Text-to-Image Synthesis Based on Machine Generated Captions—0
Sketch Me if You Can: Towards Generating Detailed Descriptions of Object Shape by Grounding in Images and Drawings—0
Joint Optimization for Cooperative Image Captioning—0
Entangled Transformer for Image Captioning—0
Generating Diverse and Descriptive Image Captions Using Visual Paraphrases—0
Sparse Transformer: Concentrated Attention Through Explicit Selection—0
Unified Vision-Language Pre-Training for Image Captioning and VQACode2
Learning Visual Relation Priors for Image-Text Matching and Image Captioning with Neural Scene Graph Generators—0
Large-scale representation learning from visually grounded untranscribed speech—0
ContCap: A scalable framework for continual image captioningCode0
Towards Explainable Neural-Symbolic Visual Reasoning—0
Adaptively Aligned Image Captioning via Adaptive Attention TimeCode0
Ludwig: a type-based declarative deep learning toolboxCode3
SANVis: Visual Analytics for Understanding Self-Attention Networks—0
VizSeq: A Visual Analysis Toolkit for Text Generation TasksCode0
Compositional Generalization in Image CaptioningCode0
Hierarchy Parsing for Image Captioning—0
Transfer Reward Learning for Policy Gradient-Based Text Generation—0
Quality Estimation for Image Captions Based on Large-scale Human EvaluationsCode0
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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