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 1001–1050 of 1878 papers

TitleStatusHype
Aligning MAGMA by Few-Shot Learning and Finetuning—0
Probing Cross-modal Semantics Alignment Capability from the Textual Perspective—0
Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero TrainingCode0
Generating image captions with external encyclopedic knowledge—0
MMT: Image-guided Story Ending Generation with Multimodal Memory TransformerCode0
Learning to Collocate Visual-Linguistic Neural Modules for Image CaptioningCode0
Text-to-Audio Grounding Based Novel Metric for Evaluating Audio Caption Similarity—0
JPG - Jointly Learn to Align: Automated Disease Prediction and Radiology Report Generation—0
On the Effects of Video Grounding on Language Models—0
DeltaNet: Conditional Medical Report Generation for COVID-19 Diagnosis—0
Multi-view and Cross-view Brain Decoding—0
Medical Image Captioning via Generative Pretrained Transformers—0
DRAMA: Joint Risk Localization and Captioning in Driving—0
Show, Interpret and Tell: Entity-aware Contextualised Image Captioning in Wikipedia—0
Toward 3D Spatial Reasoning for Human-like Text-based Visual Question Answering—0
LAVIS: A Library for Language-Vision Intelligence—0
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks—0
PaLI: A Jointly-Scaled Multilingual Language-Image Model—0
PreSTU: Pre-Training for Scene-Text Understanding—0
Every picture tells a story: Image-grounded controllable stylistic story generation—0
vieCap4H-VLSP 2021: Vietnamese Image Captioning for Healthcare Domain using Swin Transformer and Attention-based LSTM—0
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language TasksCode0
A Medical Semantic-Assisted Transformer for Radiographic Report Generation—0
Target-oriented Sentiment Classification with Sequential Cross-modal Semantic GraphCode0
GSRFormer: Grounded Situation Recognition Transformer with Alternate Semantic Attention RefinementCode0
ILLUME: Rationalizing Vision-Language Models through Human InteractionsCode0
Aesthetic Attributes Assessment of Images with AMANv2 and DPC-CaptionsV2—0
Distinctive Image Captioning via CLIP Guided Group Optimization—0
RadTex: Learning Efficient Radiograph Representations from Text Reports—0
Prompt Tuning for Generative Multimodal Pretrained Models—0
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology—0
Retrieval-Augmented Transformer for Image Captioning—0
Efficient Modeling of Future Context for Image CaptioningCode0
Rethinking the Reference-based Distinctive Image CaptioningCode0
LineCap: Line Charts for Data Visualization Captioning ModelsCode0
A Baseline for Detecting Out-of-Distribution Examples in Image Captioning—0
Adaptive Fine-Grained Predicates Learning for Scene Graph Generation—0
Predicting Word Learning in Children from the Performance of Computer Vision Systems—0
Exploring the sequence length bottleneck in the Transformer for Image CaptioningCode0
Are metrics measuring what they should? An evaluation of image captioning task metrics—0
American == White in Multimodal Language-and-Image AI—0
MilaNLP at SemEval-2022 Task 5: Using Perceiver IO for Detecting Misogynous Memes with Text and Image ModalitiesCode0
ZoDIAC: Zoneout Dropout Injection Attention CalculationCode0
Competence-based Multimodal Curriculum Learning for Medical Report Generation—0
DALL-E for Detection: Language-driven Compositional Image Synthesis for Object Detection—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
A Self-Guided Framework for Radiology Report Generation—0
Image Captioning based on Feature Refinement and Reflective Decoding—0
A Unified Sequence Interface for Vision Tasks—0
Measuring Representational Harms in Image 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