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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 1151–1200 of 1878 papers

TitleStatusHype
Macroscopic Control of Text Generation for Image Captioning—0
Diagnostic Captioning: A Survey—0
Dual-Level Collaborative Transformer for Image CaptioningCode1
Self-Distillation for Few-Shot Image CaptioningCode1
VinVL: Revisiting Visual Representations in Vision-Language ModelsCode2
Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning—0
Partial Off-Policy Learning: Balance Accuracy and Diversity for Human-Oriented Image Captioning—0
Discovering Autoregressive Orderings with Variational InferenceCode1
CANVASEMB: Learning Layout Representation with Large-scale Pre-training for Graphic Design—0
UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive LearningCode0
Text-Free Image-to-Speech Synthesis Using Learned Segmental UnitsCode1
Detecting Hate Speech in Multi-modal MemesCode1
Neural Text Generation with Artificial Negative Examples—0
SubICap: Towards Subword-informed Image Captioning—0
WEmbSim: A Simple yet Effective Metric for Image Captioning—0
Image to Bengali Caption Generation Using Deep CNN and Bidirectional Gated Recurrent Unit—0
Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 ChallengeCode0
Alleviating Noisy Data in Image Captioning with Cooperative Distillation—0
Efficient CNN-LSTM based Image Captioning using Neural Network CompressionCode0
AutoCaption: Image Captioning with Neural Architecture Search—0
Robots Understanding Contextual Information in Human-Centered Environments using Weakly Supervised Mask Data Distillation—0
Intrinsic Image Captioning Evaluation—0
Improving Image Captioning by Leveraging Intra- and Inter-layer Global Representation in Transformer NetworkCode1
Image Captioning with Context-Aware Auxiliary Guidance—0
Towards Annotation-Free Evaluation of Cross-Lingual Image Captioning—0
Simple is not Easy: A Simple Strong Baseline for TextVQA and TextCaps—0
Confidence-aware Non-repetitive Multimodal Transformers for TextCapsCode1
Robust Image Captioning—0
Understanding Guided Image Captioning Performance across DomainsCode0
A Framework and Dataset for Abstract Art Generation via CalligraphyGAN—0
ODIANLP’s Participation in WAT2020—0
From “Before” to “After”: Generating Natural Language Instructions from Image Pairs in a Simple Visual Domain—0
Bridge the Gap: High-level Semantic Planning for Image Captioning—0
Geo-Aware Image Caption Generation—0
Image Caption Generation for News ArticlesCode0
Prophet Attention: Predicting Attention with Future Attention—0
Language-Driven Region Pointer Advancement for Controllable Image CaptioningCode0
Multimodal Learning for Hateful Memes DetectionCode0
SuperOCR: A Conversion from Optical Character Recognition to Image Captioning—0
Structural and Functional Decomposition for Personality Image Captioning in a Communication Game—0
CapWAP: Captioning with a Purpose—0
Generating Image Descriptions via Sequential Cross-Modal Alignment Guided by Human GazeCode0
The ApposCorpus: A new multilingual, multi-domain dataset for factual appositive generation—0
Attention Beam: An Image Captioning Approach—0
Dual Attention on Pyramid Feature Maps for Image Captioning—0
Boost Image Captioning with Knowledge Reasoning—0
Diverse Image Captioning with Context-Object Split Latent SpacesCode1
ViLBERTScore: Evaluating Image Caption Using Vision-and-Language BERTCode1
CapWAP: Image Captioning with a Purpose—0
Fusion Models for Improved Visual 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