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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 1301–1350 of 1878 papers

TitleStatusHype
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—0
Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks—0
Challenges in Region-Specific Image Captioning: A Deep Learning Approach—0
Benchmarking Zero-Shot Recognition with Vision-Language Models: Challenges on Granularity and Specificity—0
CHAM: action recognition using convolutional hierarchical attention model—0
Cheap-fake Detection with LLM using Prompt Engineering—0
Chittron: An Automatic Bangla Image Captioning System—0
CIC: A Framework for Culturally-Aware Image Captioning—0
CLAIR: Evaluating Image Captions with Large Language Models—0
CLAMP: Contrastive LAnguage Model Prompt-tuning—0
CLIP-SCGI: Synthesized Caption-Guided Inversion for Person Re-Identification—0
Clue: Cross-modal Coherence Modeling for Caption Generation—0
COCO is "ALL'' You Need for Visual Instruction Fine-tuning—0
COCONut-PanCap: Joint Panoptic Segmentation and Grounded Captions for Fine-Grained Understanding and Generation—0
Cold Fusion: Training Seq2Seq Models Together with Language Models—0
Combine to Describe: Evaluating Compositional Generalization in Image Captioning—0
ComicsPAP: understanding comic strips by picking the correct panel—0
Comparative study of Transformer and LSTM Network with attention mechanism on Image Captioning—0
Compare and Reweight: Distinctive Image Captioning Using Similar Images Sets—0
Comparing Recurrent and Convolutional Architectures for English-Hindi Neural Machine Translation—0
Competence-based Multimodal Curriculum Learning for Medical Report Generation—0
Filter & Align: Leveraging Human Knowledge to Curate Image-Text Data—0
Compressed Image Captioning using CNN-based Encoder-Decoder Framework—0
Compressing Visual-linguistic Model via Knowledge Distillation—0
Trust It or Not: Confidence-Guided Automatic Radiology Report Generation—0
Connecting Language and Vision to Actions—0
Consensus Graph Representation Learning for Better Grounded Image Captioning—0
Consistency Model is an Effective Posterior Sample Approximation for Diffusion Inverse Solvers—0
Consistent Multiple Sequence Decoding—0
Context-Aware Group Captioning via Self-Attention and Contrastive Features—0
Context-Independent OCR with Multimodal LLMs: Effects of Image Resolution and Visual Complexity—0
Contextual Emotion Estimation from Image Captions—0
Contextual Emotion Recognition using Large Vision Language Models—0
Contextualized Keyword Representations for Multi-modal Retinal Image Captioning—0
Contextual Memory Trees—0
Continuous multilinguality with language vectors—0
Contrastive Learning for Image Captioning—0
Contrastive Semantic Similarity Learning for Image Captioning Evaluation with Intrinsic Auto-encoder—0
Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations—0
Control Image Captioning Spatially and Temporally—0
Controllable Image Captioning—0
Controllable Image Captioning via Prompting—0
Controlled Caption Generation for Images Through Adversarial Attacks—0
Convolutional Prototype Learning for Zero-Shot Recognition—0
Cooperative image captioning—0
Correlation between Similarity Measures for Inter-Language Linked Wikipedia Articles—0
CPTR: Full Transformer Network for Image Captioning—0
CropCap: Embedding Visual Cross-Partition Dependency for Image Captioning—0
Cross2StrA: Unpaired Cross-lingual Image Captioning with Cross-lingual Cross-modal Structure-pivoted Alignment—0
CrossCheckGPT: Universal Hallucination Ranking for Multimodal Foundation 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