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 851900 of 1085 papers

TitleStatusHype
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning0
MobileDiffusion: Instant Text-to-Image Generation on Mobile Devices0
Mod-Adapter: Tuning-Free and Versatile Multi-concept Personalization via Modulation Adapter0
Model-Agnostic Human Preference Inversion in Diffusion Models0
Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation0
MoLE: Enhancing Human-centric Text-to-image Diffusion via Mixture of Low-rank Experts0
MPDS: A Movie Posters Dataset for Image Generation with Diffusion Model0
MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation0
Multi-Concept T2I-Zero: Tweaking Only The Text Embeddings and Nothing Else0
Multi-Faceted Multimodal Monosemanticity0
Multimodal Intelligence: Representation Learning, Information Fusion, and Applications0
Multimodal Large Language Model is a Human-Aligned Annotator for Text-to-Image Generation0
Multi-view Image Diffusion via Coordinate Noise and Fourier Attention0
Muon-Accelerated Attention Distillation for Real-Time Edge Synthesis via Optimized Latent Diffusion0
NeuroPrompts: An Adaptive Framework to Optimize Prompts for Text-to-Image Generation0
NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment0
Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control0
Object-Driven One-Shot Fine-tuning of Text-to-Image Diffusion with Prototypical Embedding0
Object-level Visual Prompts for Compositional Image Generation0
OmniBooth: Learning Latent Control for Image Synthesis with Multi-modal Instruction0
OmniControlNet: Dual-stage Integration for Conditional Image Generation0
One Communication Round is All It Needs for Federated Fine-Tuning Foundation Models0
0/1 Deep Neural Networks via Block Coordinate Descent0
One-step Diffusion Models with f-Divergence Distribution Matching0
On Geometrical Properties of Text Token Embeddings for Strong Semantic Binding in Text-to-Image Generation0
On Improved Conditioning Mechanisms and Pre-training Strategies for Diffusion Models0
On the Scalability of Diffusion-based Text-to-Image Generation0
Open Domain Dialogue Generation with Latent Images0
OptGAN: Optimizing and Interpreting the Latent Space of the Conditional Text-to-Image GANs0
Optimized latent-code selection for explainable conditional text-to-image GANs0
Optimizing Negative Prompts for Enhanced Aesthetics and Fidelity in Text-To-Image Generation0
ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation0
Parallel Sequence Modeling via Generalized Spatial Propagation Network0
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity0
Parrot: Pareto-optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation0
Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception0
Perceptions and Realities of Text-to-Image Generation0
Preference Adaptive and Sequential Text-to-Image Generation0
Personalized Residuals for Concept-Driven Text-to-Image Generation0
PIDiff: Image Customization for Personalized Identities with Diffusion Models0
PixelPonder: Dynamic Patch Adaptation for Enhanced Multi-Conditional Text-to-Image Generation0
Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation0
Plug-and-Play Interpretable Responsible Text-to-Image Generation via Dual-Space Multi-facet Concept Control0
POEM: Precise Object-level Editing via MLLM control0
Poetry2Image: An Iterative Correction Framework for Images Generated from Chinese Classical Poetry0
POET: Supporting Prompting Creativity and Personalization with Automated Expansion of Text-to-Image Generation0
PoGDiff: Product-of-Gaussians Diffusion Models for Imbalanced Text-to-Image Generation0
PointT2I: LLM-based text-to-image generation via keypoints0
Polish Corpus of Annotated Descriptions of Images0
PortraitBooth: A Versatile Portrait Model for Fast Identity-preserved Personalization0
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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