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 601650 of 1085 papers

TitleStatusHype
FlexEControl: Flexible and Efficient Multimodal Control for Text-to-Image Generation0
FlipConcept: Tuning-Free Multi-Concept Personalization for Text-to-Image Generation0
Flowing from Words to Pixels: A Framework for Cross-Modality Evolution0
Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution0
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation0
FontStudio: Shape-Adaptive Diffusion Model for Coherent and Consistent Font Effect Generation0
Foundation Cures Personalization: Recovering Facial Personalized Models' Prompt Consistency0
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions0
FRAP: Faithful and Realistic Text-to-Image Generation with Adaptive Prompt Weighting0
Fréchet Distance for Offline Evaluation of Information Retrieval Systems with Sparse Labels0
FreeEnhance: Tuning-Free Image Enhancement via Content-Consistent Noising-and-Denoising Process0
FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing0
Frequency Autoregressive Image Generation with Continuous Tokens0
GALOT: Generative Active Learning via Optimizable Zero-shot Text-to-image Generation0
Generalizing Alignment Paradigm of Text-to-Image Generation with Preferences through f-divergence Minimization0
Generating a Temporally Coherent Image Sequence for a Story by Multimodal Recurrent Transformers0
Generating a Temporally Coherent Visual Story by Multimodal Recurrent Transformers0
Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey0
Generative Adversarial Networks Bridging Art and Machine Intelligence0
Generative AI for Vision: A Comprehensive Study of Frameworks and Applications0
Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models0
0/1 Deep Neural Networks via Block Coordinate Descent0
Glyph-ByT5: A Customized Text Encoder for Accurate Visual Text Rendering0
Gradient-Free Classifier Guidance for Diffusion Model Sampling0
Gradient-Free Textual Inversion0
Grid Diffusion Models for Text-to-Video Generation0
Grimm in Wonderland: Prompt Engineering with Midjourney to Illustrate Fairytales0
Guide3D: Create 3D Avatars from Text and Image Guidance0
Guiding Diffusion with Deep Geometric Moments: Balancing Fidelity and Variation0
Hand1000: Generating Realistic Hands from Text with Only 1,000 Images0
HanDiffuser: Text-to-Image Generation With Realistic Hand Appearances0
HanDrawer: Leveraging Spatial Information to Render Realistic Hands Using a Conditional Diffusion Model in Single Stage0
Harnessing Caption Detailness for Data-Efficient Text-to-Image Generation0
Hierarchical Modes Exploring in Generative Adversarial Networks0
Hierarchical Vision-Language Alignment for Text-to-Image Generation via Diffusion Models0
High-Fidelity Image Compression with Score-based Generative Models0
High Quality Diffusion Distillation on a Single GPU with Relative and Absolute Position Matching0
High-Resolution Image Synthesis via Next-Token Prediction0
HiPA: Enabling One-Step Text-to-Image Diffusion Models via High-Frequency-Promoting Adaptation0
How Stable is Stable Diffusion under Recursive InPainting (RIP)?0
How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity0
Human Evaluation of Text-to-Image Models on a Multi-Task Benchmark0
Hunyuan-Game: Industrial-grade Intelligent Game Creation Model0
I2T2I: Learning Text to Image Synthesis with Textual Data Augmentation0
I4VGen: Image as Free Stepping Stone for Text-to-Video Generation0
IA-T2I: Internet-Augmented Text-to-Image Generation0
IconShop: Text-Guided Vector Icon Synthesis with Autoregressive Transformers0
ID-Aligner: Enhancing Identity-Preserving Text-to-Image Generation with Reward Feedback Learning0
ID-Cloak: Crafting Identity-Specific Cloaks Against Personalized Text-to-Image Generation0
Identifying and Mitigating the Security Risks of Generative AI0
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