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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 201–250 of 1878 papers

TitleStatusHype
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
Lever LM: Configuring In-Context Sequence to Lever Large Vision Language ModelsCode1
Analysis of diversity-accuracy tradeoff in image captioningCode1
Image Captioning In the Transformer AgeCode1
ADEM-VL: Adaptive and Embedded Fusion for Efficient Vision-Language TuningCode1
Image Captioning with Sparse Recurrent Neural NetworkCode1
Automatic Text Evaluation through the Lens of Wasserstein BarycentersCode1
Diverse Image Captioning with Context-Object Split Latent SpacesCode1
Auxiliary Signal-Guided Knowledge Encoder-Decoder for Medical Report GenerationCode1
AVCap: Leveraging Audio-Visual Features as Text Tokens for CaptioningCode1
Injecting Semantic Concepts into End-to-End Image CaptioningCode1
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question AnsweringCode1
Diffusion Bridge: Leveraging Diffusion Model to Reduce the Modality Gap Between Text and Vision for Zero-Shot Image CaptioningCode1
Differentially Private Representation Learning via Image CaptioningCode1
DiffX: Guide Your Layout to Cross-Modal Generative ModelingCode1
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched PromptsCode1
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
Large-Scale Bidirectional Training for Zero-Shot Image CaptioningCode1
Can Audio Captions Be Evaluated with Image Caption Metrics?Code1
Learning to Generate Grounded Visual Captions without Localization SupervisionCode1
Bayesian Attention ModulesCode1
Bayesian Recurrent Neural NetworksCode1
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question AnsweringCode1
Detecting Hate Speech in Multi-modal MemesCode1
Discovering Autoregressive Orderings with Variational InferenceCode1
Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart CaptioningCode1
Genixer: Empowering Multimodal Large Language Models as a Powerful Data GeneratorCode1
Self-supervised Learning from a Multi-view PerspectiveCode1
A large annotated corpus for learning natural language inferenceCode1
BERTGEN: Multi-task Generation through BERTCode1
BERTScore: Evaluating Text Generation with BERTCode1
MAGVLT: Masked Generative Vision-and-Language TransformerCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
DeeCap: Dynamic Early Exiting for Efficient Image CaptioningCode1
Beyond a Pre-Trained Object Detector: Cross-Modal Textual and Visual Context for Image CaptioningCode1
MemeCap: A Dataset for Captioning and Interpreting MemesCode1
Beyond Generation: Harnessing Text to Image Models for Object Detection and SegmentationCode1
Beyond Generic: Enhancing Image Captioning with Real-World Knowledge using Vision-Language Pre-Training ModelCode1
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam SearchCode1
Aesthetically Relevant Image CaptioningCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
DeltaNet:Conditional Medical Report Generation for COVID-19 DiagnosisCode1
Instruction-guided Multi-Granularity Segmentation and Captioning with Large Multimodal ModelCode1
Dense Relational Captioning: Triple-Stream Networks for Relationship-Based CaptioningCode1
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face RecognitionCode1
Bidimensional Leaderboards: Generate and Evaluate Language Hand in HandCode1
CgT-GAN: CLIP-guided Text GAN for Image CaptioningCode1
Multimodal Image-Text Matching Improves Retrieval-based Chest X-Ray Report GenerationCode1
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and ArticlesCode1
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language ModelingCode1
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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