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 701750 of 1085 papers

TitleStatusHype
Addressing Image Hallucination in Text-to-Image Generation through Factual Image Retrieval0
ContextualStory: Consistent Visual Storytelling with Spatially-Enhanced and Storyline ContextCode0
Surgical Text-to-Image Generation0
JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation0
Chest-Diffusion: A Light-Weight Text-to-Image Model for Report-to-CXR Generation0
Efficient Personalized Text-to-image Generation by Leveraging Textual SubspaceCode0
The Factuality Tax of Diversity-Intervened Text-to-Image Generation: Benchmark and Fact-Augmented InterventionCode0
PopAlign: Population-Level Alignment for Fair Text-to-Image GenerationCode0
How Stable is Stable Diffusion under Recursive InPainting (RIP)?0
Beyond Thumbs Up/Down: Untangling Challenges of Fine-Grained Feedback for Text-to-Image Generation0
Repulsive Latent Score Distillation for Solving Inverse ProblemsCode0
Backdooring Bias into Text-to-Image ModelsCode0
Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps0
Generative Visual Instruction TuningCode0
Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models0
Mixture-of-Subspaces in Low-Rank AdaptationCode0
Poetry2Image: An Iterative Correction Framework for Images Generated from Chinese Classical Poetry0
Crafting Parts for Expressive Object Composition0
Batch-Instructed Gradient for Prompt Evolution:Systematic Prompt Optimization for Enhanced Text-to-Image SynthesisCode0
Toffee: Efficient Million-Scale Dataset Construction for Subject-Driven Text-to-Image Generation0
Diffusion Soup: Model Merging for Text-to-Image Diffusion Models0
What If We Recaption Billions of Web Images with LLaMA-3?0
FontStudio: Shape-Adaptive Diffusion Model for Coherent and Consistent Font Effect Generation0
Words Worth a Thousand Pictures: Measuring and Understanding Perceptual Variability in Text-to-Image Generation0
Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense?0
Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance0
Understanding Visual Concepts Across ModelsCode0
Can Prompt Modifiers Control Bias? A Comparative Analysis of Text-to-Image Generative Models0
OmniControlNet: Dual-stage Integration for Conditional Image Generation0
TIGeR: Unifying Text-to-Image Generation and Retrieval with Large Multimodal Models0
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language ModelsCode0
AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation0
PQPP: A Joint Benchmark for Text-to-Image Prompt and Query Performance PredictionCode0
Inv-Adapter: ID Customization Generation via Image Inversion and Lightweight Adapter0
I4VGen: Image as Free Stepping Stone for Text-to-Video Generation0
The Crystal Ball Hypothesis in diffusion models: Anticipating object positions from initial noise0
Dimba: Transformer-Mamba Diffusion Models0
Improving Text Generation on Images with Synthetic Captions0
Learning 3D Robotics Perception using Inductive Priors0
Boost Your Human Image Generation Model via Direct Preference Optimization0
Topological Perspectives on Optimal Multimodal Embedding Spaces0
Multi-modal Generation via Cross-Modal In-Context LearningCode0
Anonymization Prompt Learning for Facial Privacy-Preserving Text-to-Image Generation0
Lateralization MLP: A Simple Brain-inspired Architecture for DiffusionCode0
SG-Adapter: Enhancing Text-to-Image Generation with Scene Graph Guidance0
ArtWeaver: Advanced Dynamic Style Integration via Diffusion Model0
Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsCode0
An Empirical Study and Analysis of Text-to-Image Generation Using Large Language Model-Powered Textual RepresentationCode0
Personalized Residuals for Concept-Driven Text-to-Image Generation0
TriLoRA: Integrating SVD for Advanced Style Personalization in 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