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SotA/Natural Language Processing/Text-to-Image Generation

Text-to-Image Generation

55 benchmarks1085 papers

The development of the brain's blood supply in an embryo involves a complex process with several stages. Initially, there is a network of connections between the carotid and basilar artery systems that usually disappear during development. However, in some cases, these connections remain, leading to variations in the adult cerebral circulation. Around the 24th day of embryonic life (at the 3 mm embryonic stage), the internal carotid arteries (ICA) emerge. They are formed from a combination of the 3rd branchial arch arteries and the distal segments of the paired dorsal aortae. The ICA initially provides all the blood needed by the developing brain. As the brain grows, particularly the occipital region, brainstem, and cerebellum, the blood supply from the ICA becomes insufficient, prompting the development of the posterior circulation. At this stage (4-5 mm embryonic stage), the posterior circulation, specifically the hindbrain, is supplied by two longitudinal neural arteries. These arteries receive blood from several temporary connections (anastomoses) with the ICA, including: Trigeminal artery (TA), Otic artery (OA), Hypoglossal artery (HA), Proatlantal artery (ProA). These carotid-vertebrobasilar anastomoses act as temporary bridges, providing blood flow to the developing posterior circulation until the vertebral arteries (VA) and the basilar artery (BA) are fully formed.6

The BA forms between the 5-8 mm stage by the fusion of the longitudinal neural arteries. As the posterior communicating artery develops and connects with the distal BA, the TA, OA, and HA typically regress. Unlike the TA, OA, and HA, the ProA persists until the VA are fully developed. A segment of the ProA becomes incorporated into the V3 segment of the VA and the distal portions of the occipital artery. The VA develop between the 7-12 mm stage from transverse connections between cervical intersegmental arteries, starting with the ProA and progressing downwards to the 6th intersegmental artery. This 6th intersegmental artery eventually forms the origin of the adult VA from the subclavian artery. 7-8

Persistence of the HA into adulthood, the focus of this discussion, is a rare occurrence. It is the second most common persistent carotid-vertebrobasilar anastomosis, following the persistent trigeminal artery. The failure of the HA to regress during embryological development leads to PPHA. This condition can impact the normal blood flow dynamics in the brain and, in certain cases, can be associated with cerebrovascular issues like aneurysms or ischemic events.

Benchmarks

Text-to-Image Generation on COCO (Common Objects in Context)

FIDInception scoreFID-1FID-2FID-4FID-8SOA-CZero shot FID

Text-to-Image Generation on GenEval

OverallSingle Obj.Two Obj.Color Attri.ColorsCountingPosition

Text-to-Image Generation on PIE-Bench

Background PSNRBackground LPIPSStructure DistanceCLIPSIM

Text-to-Image Generation on CUB

Inception scoreFID

Text-to-Image Generation on MIMIC-CXR

FID (RadDino)

Text-to-Image Generation on COCO 2017 val

FIDCLIP Score

Text-to-Image Generation on Multi-Modal-CelebA-HQ

FIDLPIPSAccReal

Text-to-Image Generation on DrawBench

Aesthetics (Laion Aesthtetics Predictor)Human Preference Alignement (HPSv2)Text Alignement (SentenceBERT)

Text-to-Image Generation on Oxford 102 Flowers

FIDInception score

Text-to-Image Generation on COCO-MIG

instance success ratemIoU

Text-to-Image Generation on Conceptual Captions

FID

Text-to-Image Generation on COCO

FID

Text-to-Image Generation on LHQC

Block-FID

Text-to-Image Generation on DPG

Overall

Text-to-Image Generation on LAION COCO

FID

Text-to-Image Generation on MS-COCO

FIDInception scoreSOA-C

Text-to-Image Generation on T2I-CompBench

ColorShapeTextureComplexNon-SpatialSpatial

Text-to-Image Generation on Colors

Validation Accuracy

Text-to-Image Generation on Flickr-8k

LPIPS

Text-to-Image Generation on GeNeVA (CoDraw)

F1-scorersim

Text-to-Image Generation on GeNeVA (i-CLEVR)

F1-scorersim