SOTAVerified

Text-to-Image Generation

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.

Papers

Showing 101125 of 1085 papers

TitleStatusHype
A Novel Sampling Scheme for Text- and Image-Conditional Image Synthesis in Quantized Latent SpacesCode2
AnyControl: Create Your Artwork with Versatile Control on Text-to-Image GenerationCode2
BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained DiffusionCode2
LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language ModelsCode2
Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image SynthesisCode2
Long and Short Guidance in Score identity Distillation for One-Step Text-to-Image GenerationCode2
Make-A-Scene: Scene-Based Text-to-Image Generation with Human PriorsCode2
MMGenBench: Evaluating the Limits of LMMs from the Text-to-Image Generation PerspectiveCode2
ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image GenerationCode2
Dynamic Prompt Optimizing for Text-to-Image GenerationCode2
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert DenoisersCode2
EvolveDirector: Approaching Advanced Text-to-Image Generation with Large Vision-Language ModelsCode2
Blended Latent DiffusionCode2
EvalMuse-40K: A Reliable and Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model EvaluationCode2
Enhancing Detail Preservation for Customized Text-to-Image Generation: A Regularization-Free ApproachCode2
Learning Continuous 3D Words for Text-to-Image GenerationCode2
Dual Diffusion for Unified Image Generation and UnderstandingCode2
Learning Few-Step Diffusion Models by Trajectory Distribution MatchingCode2
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation CapabilitiesCode2
Be Yourself: Bounded Attention for Multi-Subject Text-to-Image GenerationCode2
Expressive Text-to-Image Generation with Rich TextCode2
Make It Count: Text-to-Image Generation with an Accurate Number of ObjectsCode2
Face2Diffusion for Fast and Editable Face PersonalizationCode2
Distilled Decoding 1: One-step Sampling of Image Auto-regressive Models with Flow MatchingCode2
LAMP: Learn A Motion Pattern for Few-Shot-Based Video GenerationCode2
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID74.05Unverified
2StackGAN + OPFID55.3Unverified
3L-VerseFID45.8Unverified
4L-Verse-CCFID37.2Unverified
5AttnGAN (256 x 256)FID35.2Unverified
6AttnGAN + OPFID33.35Unverified
7DM-GANFID32.64Unverified
8DM-GAN + VICTRFID32.37Unverified
9Vanilla CM3FID29.5Unverified
10AttnGAN + VICTRFID29.26Unverified
#ModelMetricClaimedVerifiedStatus
1GAWWNFID67.22Unverified
2StackGAN-v1FID51.89Unverified
3AttnGAN+CLFID16.34Unverified
4StackGAN-v2FID15.3Unverified
5DM-GAN+CLFID14.38Unverified
6VQ-Diffusion-SFID12.97Unverified
7VQ-Diffusion-BFID11.94Unverified
8LafiteFID10.48Unverified
9VQ-Diffusion-FFID10.32Unverified
10RAT-GANFID10.21Unverified
#ModelMetricClaimedVerifiedStatus
1SD3.5-Medium+Flow-GRPOOverall0.95Unverified
2UniWorld-V1 (Rewrite)Overall0.84Unverified
3MindOmniOverall0.83Unverified
4UniWorld-V1Overall0.8Unverified
5MetaQuery-XL (Rewrite)Overall0.8Unverified
6Janus-Pro-7BOverall0.8Unverified
7SANA-1.5 4.8B (+ Inference Scaling)Overall0.8Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75Unverified
10Janus-Pro-1BOverall0.73Unverified
#ModelMetricClaimedVerifiedStatus
1DFGANFID137.6Unverified
2DM-GANFID131.05Unverified
3AttnGANFID125.98Unverified
4ControlGANFID116.32Unverified
5TediGAN-AFID106.37Unverified
6TediGAN-BFID101.42Unverified
7Unite and ConquerFID26.09Unverified
8CorgiFID19.74Unverified
9LafiteFID12.54Unverified
10Swinv2-ImagenFID10.31Unverified
#ModelMetricClaimedVerifiedStatus
1LCM (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)6.18Unverified
2LCM (DPO)Aesthetics (Laion Aesthtetics Predictor)6.04Unverified
3LCM (DDPO)Aesthetics (Laion Aesthtetics Predictor)6.01Unverified
4LCMAesthetics (Laion Aesthtetics Predictor)5.8Unverified
5Stable Diffusion 1.5 (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)5.71Unverified
6Stable Diffusion 1.5 (DDPO)Aesthetics (Laion Aesthtetics Predictor)5.67Unverified
7Stable Diffusion 1.5 (DPO)Aesthetics (Laion Aesthtetics Predictor)5.62Unverified
8Stable Diffusion 1.5Aesthetics (Laion Aesthtetics Predictor)5.43Unverified
#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID55.28Unverified
2StackGAN-v2FID48.68Unverified
3RAT-GANFID16.04Unverified
4VQ-Diffusion-SFID14.95Unverified
5VQ-Diffusion-BFID14.88Unverified
6VQ-Diffusion-FFID14.1Unverified
7RAT-DiffusionFID9.52Unverified
8StackGANInception score3.2Unverified
#ModelMetricClaimedVerifiedStatus
1VQ-GANFID28.86Unverified
2Image-BARTFID22.61Unverified
3LDM-4FID17.01Unverified
4RQ-TransformerFID12.33Unverified
5Contextual RQ-TransformerFID9.8Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID7.23Unverified
2CM3Leon-7BFID4.88Unverified
3Parti FinetunedFID3.22Unverified
#ModelMetricClaimedVerifiedStatus
1TamingBlock-FID38.89Unverified
2MaskGITBlock-FID24.33Unverified
3NUWA-InfinityBlock-FID9.71Unverified
#ModelMetricClaimedVerifiedStatus
1Lumina-Image 2.0Overall87.2Unverified
2MetaQuery-XLOverall82.05Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID15.97Unverified
2Parti FinetunedFID8.39Unverified
#ModelMetricClaimedVerifiedStatus
1AttnGANInception score25.89Unverified
2Muse-3B (zero-shot)FID7.88Unverified
#ModelMetricClaimedVerifiedStatus
1Emu3Color0.79Unverified
2PixArt-aColor0.69Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTMS on color generationValidation Accuracy85Unverified
#ModelMetricClaimedVerifiedStatus
1SSC+SKDLPIPS0.7Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score58.83Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score88.39Unverified