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 10011050 of 1085 papers

TitleStatusHype
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models0
Bridging CLIP and StyleGAN through Latent Alignment for Image Editing0
Progressive Text-to-Image Generation0
LDEdit: Towards Generalized Text Guided Image Manipulation via Latent Diffusion Models0
Membership Inference Attacks Against Text-to-image Generation Models0
Re-Imagen: Retrieval-Augmented Text-to-Image Generator0
Adma-GAN: Attribute-Driven Memory Augmented GANs for Text-to-Image Generation0
What Does DALL-E 2 Know About Radiology?0
Implementing and Experimenting with Diffusion Models for Text-to-Image GenerationCode0
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions0
DSE-GAN: Dynamic Semantic Evolution Generative Adversarial Network for Text-to-Image Generation0
Text to Image Generation: Leaving no Language Behind0
T-Person-GAN: Text-to-Person Image Generation with Identity-Consistency and Manifold Mix-UpCode0
Understanding Attention for Vision-and-Language TasksCode0
Text-to-Image Generation via Implicit Visual Guidance and Hypernetwork0
Memory-Driven Text-to-Image Generation0
Exploring Generative Adversarial Networks for Text-to-Image Generation with Evolution StrategiesCode0
Scaling Autoregressive Models for Content-Rich Text-to-Image GenerationCode0
0/1 Deep Neural Networks via Block Coordinate Descent0
Draft-and-Revise: Effective Image Generation with Contextual RQ-Transformer0
Modular StoryGAN with Background and Theme Awareness for Story VisualizationCode0
Text-to-Face Generation with StyleGAN20
GR-GAN: Gradual Refinement Text-to-image GenerationCode0
Language-agnostic Semantic Consistent Text-to-Image Generation0
Optimized latent-code selection for explainable conditional text-to-image GANs0
A Taxonomy of Prompt Modifiers for Text-To-Image Generation0
DR-GAN: Distribution Regularization for Text-to-Image GenerationCode0
KNN-Diffusion: Image Generation via Large-Scale Retrieval0
DT2I: Dense Text-to-Image Generation from Region Descriptions0
WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models0
DU-VLG: Unifying Vision-and-Language Generation via Dual Sequence-to-Sequence Pre-training0
OptGAN: Optimizing and Interpreting the Latent Space of the Conditional Text-to-Image GANs0
How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity0
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning FrameworkCode0
Generating a Temporally Coherent Visual Story by Multimodal Recurrent Transformers0
Towards Language-Free Training for Text-to-Image Generation0
LatteGAN: Visually Guided Language Attention for Multi-Turn Text-Conditioned Image ManipulationCode0
Understanding Attention for Vision-and-Language Tasks0
A Generic Approach for Enhancing GANs by Regularized Latent Optimization0
Exploration into Translation-Equivariant Image QuantizationCode0
Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey0
DiverGAN: An Efficient and Effective Single-Stage Framework for Diverse Text-to-Image Generation0
Generating a Temporally Coherent Image Sequence for a Story by Multimodal Recurrent Transformers0
Fine-Grained Image Generation from Bangla Text Description using Attentional Generative Adversarial NetworkCode0
Cycle-Consistent Inverse GAN for Text-to-Image Synthesis0
CRD-CGAN: Category-Consistent and Relativistic Constraints for Diverse Text-to-Image Generation0
Neural Monge Map estimation and its applicationsCode0
CAGAN: Text-To-Image Generation with Combined Attention GANs0
A Framework and Dataset for Abstract Art Generation via CalligraphyGAN0
TR at SemEval-2020 Task 4: Exploring the Limits of Language-model-based Common Sense Validation0
Show:102550
← PrevPage 21 of 22Next →

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
6SANA-1.5 4.8B (+ Inference Scaling)Overall0.8Unverified
7Janus-Pro-7BOverall0.8Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75Unverified
10Lumina-Image 2.0Overall0.73Unverified
#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