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 901950 of 1085 papers

TitleStatusHype
Fair Diffusion: Instructing Text-to-Image Generation Models on FairnessCode1
Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable DiffusionCode1
Eliminating Contextual Prior Bias for Semantic Image Editing via Dual-Cycle DiffusionCode0
GALIP: Generative Adversarial CLIPs for Text-to-Image SynthesisCode2
Accelerating Guided Diffusion Sampling with Splitting Numerical MethodsCode1
Simple diffusion: End-to-end diffusion for high resolution imagesCode2
StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image SynthesisCode3
GLIGEN: Open-Set Grounded Text-to-Image GenerationCode4
Attribute-Centric Compositional Text-to-Image Generation0
Muse: Text-To-Image Generation via Masked Generative TransformersCode2
RIATIG: Reliable and Imperceptible Adversarial Text-to-Image Generation With Natural PromptsCode1
Do DALL-E and Flamingo Understand Each Other?0
Benchmarking Spatial Relationships in Text-to-Image GenerationCode1
Optimizing Prompts for Text-to-Image GenerationCode4
Benchmarking Robustness of Multimodal Image-Text Models under Distribution ShiftCode1
SmartBrush: Text and Shape Guided Object Inpainting with Diffusion ModelCode0
Ensuring Visual Commonsense Morality for Text-to-Image Generation0
Semantic-Conditional Diffusion Networks for Image CaptioningCode2
Weakly Supervised Annotations for Multi-modal Greeting Cards Dataset0
Unite and Conquer: Plug & Play Multi-Modal Synthesis using Diffusion ModelsCode1
Traditional Classification Neural Networks are Good Generators: They are Competitive with DDPMs and GANs0
SpaText: Spatio-Textual Representation for Controllable Image Generation0
Shifted Diffusion for Text-to-image GenerationCode1
ReCo: Region-Controlled Text-to-Image Generation0
Inversion-Based Style Transfer with Diffusion ModelsCode2
Retrieval-Augmented Multimodal Language Modeling0
Human Evaluation of Text-to-Image Models on a Multi-Task Benchmark0
DreamArtist++: Controllable One-Shot Text-to-Image Generation via Positive-Negative Adapter0
Versatile Diffusion: Text, Images and Variations All in One Diffusion ModelCode6
Arbitrary Style Guidance for Enhanced Diffusion-Based Text-to-Image Generation0
Extreme Generative Image Compression by Learning Text Embedding from Diffusion Models0
A Novel Sampling Scheme for Text- and Image-Conditional Image Synthesis in Quantized Latent SpacesCode2
AltCLIP: Altering the Language Encoder in CLIP for Extended Language CapabilitiesCode4
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large ScaleCode0
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert DenoisersCode2
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic ModelsCode5
How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?Code1
ERNIE-ViLG 2.0: Improving Text-to-Image Diffusion Model with Knowledge-Enhanced Mixture-of-Denoising-ExpertsCode0
SSD: Towards Better Text-Image Consistency Metric in Text-to-Image GenerationCode0
Lafite2: Few-shot Text-to-Image Generation0
A Visual Tour Of Current Challenges In Multimodal Language Models0
Z-LaVI: Zero-Shot Language Solver Fueled by Visual ImaginationCode0
Swinv2-Imagen: Hierarchical Vision Transformer Diffusion Models for Text-to-Image Generation0
Character-Centric Story Visualization via Visual Planning and Token AlignmentCode0
Is synthetic data from generative models ready for image recognition?Code1
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models0
What the DAAM: Interpreting Stable Diffusion Using Cross AttentionCode2
Bridging CLIP and StyleGAN through Latent Alignment for Image Editing0
LDEdit: Towards Generalized Text Guided Image Manipulation via Latent Diffusion Models0
Progressive Text-to-Image Generation0
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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