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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 851–900 of 1878 papers

TitleStatusHype
Data-dependent Gaussian Prior Objective for Language Generation—0
Image Captioning with Unseen Objects—0
Image Captioning with Semantic Attention—0
Data augmentation to improve robustness of image captioning solutions—0
DALL-E for Detection: Language-driven Compositional Image Synthesis for Object Detection—0
Image Captioning with Context-Aware Auxiliary Guidance—0
Cycle-Consistency Learning for Captioning and Grounding—0
Image Captioning with Compositional Neural Module Networks—0
Curious Case of Language Generation Evaluation Metrics: A Cautionary Tale—0
An encoder-decoder based framework for hindi image caption generation—0
CUNI System for the WMT17 Multimodal Translation Task—0
Image Captioning using Deep Stacked LSTMs, Contextual Word Embeddings and Data Augmentation—0
CUNI System for the WMT17 Multimodal Translation Task—0
Image Captioning in news report scenario—0
Semantic and Expressive Variation in Image Captions Across Languages—0
BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs—0
Image captioning in different languages—0
CRUR: Coupled-Recurrent Unit for Unification, Conceptualization and Context Capture for Language Representation -- A Generalization of Bi Directional LSTM—0
Image captioning for Brazilian Portuguese using GRIT model—0
Cross-view Brain Decoding—0
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing—0
Image Captioning based on Feature Refinement and Reflective Decoding—0
Image Captioning based on Deep Reinforcement Learning—0
Cross Modification Attention Based Deliberation Model for Image Captioning—0
Image Captioning based on Deep Learning Methods: A Survey—0
Image Captioning Based on a Hierarchical Attention Mechanism and Policy Gradient Optimization—0
Image Captioning using Facial Expression and Attention—0
Image Captioning using Multiple Transformers for Self-Attention Mechanism—0
Cross-Modal Similarity-Based Curriculum Learning for Image Captioning—0
Backdooring Vision-Language Models with Out-Of-Distribution Data—0
An Empirical Investigation into the Use of Image Captioning for Automated Software Documentation—0
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT—0
Image Captioning at Will: A Versatile Scheme for Effectively Injecting Sentiments into Image Descriptions—0
Image Captioning as Neural Machine Translation Task in SOCKEYE—0
Image Captioning with Integrated Bottom-Up and Multi-level Residual Top-Down Attention for Game Scene Understanding—0
Image Captioning with Object Detection and Localization—0
Cross-modal Language Generation using Pivot Stabilization for Web-scale Language Coverage—0
Image Captioning and Visual Question Answering Based on Attributes and External Knowledge—0
Cross-Modal Consistency in Multimodal Large Language Models—0
Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach—0
AZMAT: Sentence Similarity Using Associative Matrices—0
Image captioning with weakly-supervised attention penalty—0
Image Captioning and Classification of Dangerous Situations—0
Cross-modal Coherence Modeling for Caption Generation—0
Image Caption Generation Framework for Assamese News using Attention Mechanism—0
Crossmodal-3600: A Massively Multilingual Multimodal Evaluation Dataset—0
Image-Text Retrieval with Binary and Continuous Label Supervision—0
Image to Bengali Caption Generation Using Deep CNN and Bidirectional Gated Recurrent Unit—0
A Weighted Multi-Criteria Decision Making Approach for Image Captioning—0
Image Caption Generation for Low-Resource Assamese Language—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