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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 1651–1700 of 1878 papers

TitleStatusHype
Incorporating Semantic Attention in Video Description Generation—0
Neural Caption Generation for News Images—0
Adversarial Semantic Alignment for Improved Image Captions—0
No Metrics Are Perfect: Adversarial Reward Learning for Visual StorytellingCode0
Object Counts! Bringing Explicit Detections Back into Image Captioning—0
Entity-aware Image Caption Generation—0
Quantifying the visual concreteness of words and topics in multimodal datasetsCode0
Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style TransferCode0
Pragmatically Informative Image Captioning with Character-Level Inference—0
Decoupled Novel Object CaptionerCode0
Natural Language Statistical Features of LSTM-generated Texts—0
Discovery and usage of joint attention in images—0
Finding beans in burgers: Deep semantic-visual embedding with localizationCode0
Learning to Guide Decoding for Image Captioning—0
Regularizing RNNs for Caption Generation by Reconstructing The Past with The PresentCode0
Guide Me: Interacting with Deep Networks—0
Two can play this Game: Visual Dialog with Discriminative Question Generation and Answering—0
Neural Baby TalkCode0
Show, Tell and Discriminate: Image Captioning by Self-retrieval with Partially Labeled Data—0
Unpaired Image Captioning by Language Pivoting—0
Discriminability objective for training descriptive captionsCode0
Decoupled Spatial Neural Attention for Weakly Supervised Semantic Segmentation—0
Neural Monkey: The Current State and Beyond—0
A Dataset and Reranking Method for Multimodal MT of User-Generated Image Captions—0
Attentive Tensor Product Learning—0
Zero-Resource Neural Machine Translation with Multi-Agent Communication Game—0
Generating Triples with Adversarial Networks for Scene Graph Construction—0
Multimodal Image Captioning for Marketing Analysis—0
Human Action Adverb Recognition: ADHA Dataset and A Three-Stream Hybrid Model—0
Netizen-Style Commenting on Fashion Photos: Dataset and Diversity Measures—0
Image Captioning at Will: A Versatile Scheme for Effectively Injecting Sentiments into Image Descriptions—0
Tell-and-Answer: Towards Explainable Visual Question Answering using Attributes and Captions—0
Describing Semantic Representations of Brain Activity Evoked by Visual Stimuli—0
Image Captioning using Deep Neural ArchitecturesCode0
DeepSeek: Content Based Image Search & Retrieval—0
Approximate FPGA-based LSTMs under Computation Time Constraints—0
Large Scale Multi-Domain Multi-Task Learning with MultiModel—0
What is image captioning made of?Code0
Revisiting Bayes by Backprop—0
Learning Compact Recurrent Neural Networks with Block-Term Tensor Decomposition—0
Attacking Visual Language Grounding with Adversarial Examples: A Case Study on Neural Image CaptioningCode0
Deliberation Networks: Sequence Generation Beyond One-Pass Decoding—0
Teaching Machines to Describe Images with Natural Language Feedback—0
ADVISE: Symbolism and External Knowledge for Decoding Advertisements—0
Deep Matching Autoencoders—0
Phrase-based Image Captioning with Hierarchical LSTM Model—0
Image Captioning and Classification of Dangerous Situations—0
Lexical Simplification with the Deep Structured Similarity Model—0
Integrating Vision and Language Datasets to Measure Word Concreteness—0
Attentive Language Models—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