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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 1751–1800 of 1878 papers

TitleStatusHype
A Girl Has A Name: Detecting Authorship ObfuscationCode0
Good News, Everyone! Context driven entity-aware captioning for news imagesCode0
UIT-ViIC: A Dataset for the First Evaluation on Vietnamese Image CaptioningCode0
STAIR Captions: Constructing a Large-Scale Japanese Image Caption DatasetCode0
Can Active Memory Replace Attention?Code0
Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation dataCode0
Stepwise Decomposition and Dual-stream Focus: A Novel Approach for Training-free Camouflaged Object SegmentationCode0
UMONS Submission for WMT18 Multimodal Translation TaskCode0
Oracle performance for visual captioningCode0
Global Object Proposals for Improving Multi-Sentence Video DescriptionsCode0
Structure-Aware Generation Network for Recipe Generation from ImagesCode0
Aesthetic Image Captioning From Weakly-Labelled PhotographsCode0
Geometry Attention Transformer with Position-aware LSTMs for Image CaptioningCode0
Bridging Vision and Language Spaces with Assignment PredictionCode0
What value do explicit high level concepts have in vision to language problems?Code0
Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted CaptionsCode0
Bridging by Word: Image Grounded Vocabulary Construction for Visual CaptioningCode0
Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal ReasoningCode0
Geodesic Multi-Modal Mixup for Robust Fine-TuningCode0
Surprisingly Easy Hard-Attention for Sequence to Sequence LearningCode0
A Comprehensive Survey of Deep Learning for Image CaptioningCode0
Paraphrase Acquisition from Image CaptionsCode0
Understanding Guided Image Captioning Performance across DomainsCode0
A request for clarity over the End of Sequence token in the Self-Critical Sequence TrainingCode0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
SWIFT: Semantic Watermarking for Image Forgery ThwartingCode0
Generation and Comprehension of Unambiguous Object DescriptionsCode0
Switching to Discriminative Image Captioning by Relieving a Bottleneck of Reinforcement LearningCode0
Explain and Improve: LRP-Inference Fine-Tuning for Image Captioning ModelsCode0
Generating Natural Questions About an ImageCode0
Understanding Retrieval Robustness for Retrieval-Augmented Image CaptioningCode0
Area AttentionCode0
Apollo: Zero-shot MultiModal Reasoning with Multiple ExpertsCode0
Perturb, Predict & Paraphrase: Semi-Supervised Learning using Noisy Student for Image CaptioningCode0
UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report GenerationCode0
Accelerated Reinforcement Learning for Sentence Generation by Vocabulary PredictionCode0
Visual Information Guided Zero-Shot Paraphrase GenerationCode0
Bounding and Filling: A Fast and Flexible Framework for Image CaptioningCode0
Generating Image Descriptions via Sequential Cross-Modal Alignment Guided by Human GazeCode0
BLIP-Adapter: Parameter-Efficient Transfer Learning for Mobile Screenshot CaptioningCode0
PIC-XAI: Post-hoc Image Captioning Explanation using SegmentationCode0
Leveraging LLMs for On-the-Fly Instruction Guided Image EditingCode0
Generating Diverse and Meaningful CaptionsCode0
Gender Biases in Automatic Evaluation Metrics for Image CaptioningCode0
FUSE-ing Language Models: Zero-Shot Adapter Discovery for Prompt Optimization Across TokenizersCode0
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning FrameworkCode0
PixLore: A Dataset-driven Approach to Rich Image CaptioningCode0
p-Laplacian Adaptation for Generative Pre-trained Vision-Language ModelsCode0
From Simple to Professional: A Combinatorial Controllable Image Captioning AgentCode0
From Captions to Visual Concepts and BackCode0
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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