OpenCodePapers

image-captioning-on-nocaps-val-in-domain

Image Captioning
Dataset Link
Results over time
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PaperCodeCIDErSPICEPre-train (#images)ModelNameReleaseDate
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models✓ Link123.716.31.1BBLIP-2 ViT-G FlanT5 XL (zero-shot)2023-01-30
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models✓ Link123.715.81.1BBLIP-2 ViT-G OPT 6.7B (zero-shot)2023-01-30
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models✓ Link12315.81.1BBLIP-2 ViT-G OPT 2.7B (zero-shot)2023-01-30
Scaling Up Vision-Language Pre-training for Image Captioning116.915.8 200MLEMON_large2021-11-24
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation✓ Link114.915.2129MBLIP_ViT-L2022-01-28
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision✓ Link113.7-1.8BSimVLM2021-08-24
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation✓ Link111.814.9129MBLIP_CapFilt-L2022-01-28
Scaling Up Vision-Language Pre-training for Image Captioning107.714.7200MLEMON_base2021-11-24
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks104.61514MOmniVL2022-09-15
VinVL: Revisiting Visual Representations in Vision-Language Models✓ Link103.1 14.25.7MVinVL2021-01-02
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts✓ Link92.6 12.515MEnc-Dec2021-02-17
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