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 601–650 of 1085 papers

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

#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID74.05—Unverified
2StackGAN + OPFID55.3—Unverified
3L-VerseFID45.8—Unverified
4L-Verse-CCFID37.2—Unverified
5AttnGAN (256 x 256)FID35.2—Unverified
6AttnGAN + OPFID33.35—Unverified
7DM-GANFID32.64—Unverified
8DM-GAN + VICTRFID32.37—Unverified
9Vanilla CM3FID29.5—Unverified
10AttnGAN + VICTRFID29.26—Unverified
#ModelMetricClaimedVerifiedStatus
1GAWWNFID67.22—Unverified
2StackGAN-v1FID51.89—Unverified
3AttnGAN+CLFID16.34—Unverified
4StackGAN-v2FID15.3—Unverified
5DM-GAN+CLFID14.38—Unverified
6VQ-Diffusion-SFID12.97—Unverified
7VQ-Diffusion-BFID11.94—Unverified
8LafiteFID10.48—Unverified
9VQ-Diffusion-FFID10.32—Unverified
10RAT-GANFID10.21—Unverified
#ModelMetricClaimedVerifiedStatus
1SD3.5-Medium+Flow-GRPOOverall0.95—Unverified
2UniWorld-V1 (Rewrite)Overall0.84—Unverified
3MindOmniOverall0.83—Unverified
4UniWorld-V1Overall0.8—Unverified
5MetaQuery-XL (Rewrite)Overall0.8—Unverified
6Janus-Pro-7BOverall0.8—Unverified
7SANA-1.5 4.8B (+ Inference Scaling)Overall0.8—Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77—Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75—Unverified
10Janus-Pro-1BOverall0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1DFGANFID137.6—Unverified
2DM-GANFID131.05—Unverified
3AttnGANFID125.98—Unverified
4ControlGANFID116.32—Unverified
5TediGAN-AFID106.37—Unverified
6TediGAN-BFID101.42—Unverified
7Unite and ConquerFID26.09—Unverified
8CorgiFID19.74—Unverified
9LafiteFID12.54—Unverified
10Swinv2-ImagenFID10.31—Unverified
#ModelMetricClaimedVerifiedStatus
1LCM (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)6.18—Unverified
2LCM (DPO)Aesthetics (Laion Aesthtetics Predictor)6.04—Unverified
3LCM (DDPO)Aesthetics (Laion Aesthtetics Predictor)6.01—Unverified
4LCMAesthetics (Laion Aesthtetics Predictor)5.8—Unverified
5Stable Diffusion 1.5 (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)5.71—Unverified
6Stable Diffusion 1.5 (DDPO)Aesthetics (Laion Aesthtetics Predictor)5.67—Unverified
7Stable Diffusion 1.5 (DPO)Aesthetics (Laion Aesthtetics Predictor)5.62—Unverified
8Stable Diffusion 1.5Aesthetics (Laion Aesthtetics Predictor)5.43—Unverified
#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID55.28—Unverified
2StackGAN-v2FID48.68—Unverified
3RAT-GANFID16.04—Unverified
4VQ-Diffusion-SFID14.95—Unverified
5VQ-Diffusion-BFID14.88—Unverified
6VQ-Diffusion-FFID14.1—Unverified
7RAT-DiffusionFID9.52—Unverified
8StackGANInception score3.2—Unverified
#ModelMetricClaimedVerifiedStatus
1VQ-GANFID28.86—Unverified
2Image-BARTFID22.61—Unverified
3LDM-4FID17.01—Unverified
4RQ-TransformerFID12.33—Unverified
5Contextual RQ-TransformerFID9.8—Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID7.23—Unverified
2CM3Leon-7BFID4.88—Unverified
3Parti FinetunedFID3.22—Unverified
#ModelMetricClaimedVerifiedStatus
1TamingBlock-FID38.89—Unverified
2MaskGITBlock-FID24.33—Unverified
3NUWA-InfinityBlock-FID9.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Lumina-Image 2.0Overall87.2—Unverified
2MetaQuery-XLOverall82.05—Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID15.97—Unverified
2Parti FinetunedFID8.39—Unverified
#ModelMetricClaimedVerifiedStatus
1AttnGANInception score25.89—Unverified
2Muse-3B (zero-shot)FID7.88—Unverified
#ModelMetricClaimedVerifiedStatus
1Emu3Color0.79—Unverified
2PixArt-aColor0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTMS on color generationValidation Accuracy85—Unverified
#ModelMetricClaimedVerifiedStatus
1SSC+SKDLPIPS0.7—Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score58.83—Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score88.39—Unverified