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 451–500 of 1085 papers

TitleStatusHype
Detecting Malicious Concepts Without Image Generation in AIGC—0
Boost Your Human Image Generation Model via Direct Preference Optimization—0
Anonymization Prompt Learning for Facial Privacy-Preserving Text-to-Image Generation—0
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization—0
Image2Text2Image: A Novel Framework for Label-Free Evaluation of Image-to-Text Generation with Text-to-Image Diffusion Models—0
Designing a Conditional Prior Distribution for Flow-Based Generative Models—0
Let's Go Shopping (LGS) -- Web-Scale Image-Text Dataset for Visual Concept Understanding—0
Illustrious: an Open Advanced Illustration Model—0
IFAdapter: Instance Feature Control for Grounded Text-to-Image Generation—0
Identifying and Mitigating the Security Risks of Generative AI—0
An Intermediate Fusion ViT Enables Efficient Text-Image Alignment in Diffusion Models—0
ID-Cloak: Crafting Identity-Specific Cloaks Against Personalized Text-to-Image Generation—0
ID-Aligner: Enhancing Identity-Preserving Text-to-Image Generation with Reward Feedback Learning—0
IconShop: Text-Guided Vector Icon Synthesis with Autoregressive Transformers—0
IA-T2I: Internet-Augmented Text-to-Image Generation—0
Improved Visual Story Generation with Adaptive Context Modeling—0
Denoising Task Difficulty-based Curriculum for Training Diffusion Models—0
A Framework and Dataset for Abstract Art Generation via CalligraphyGAN—0
Leveraging Previous Steps: A Training-free Fast Solver for Flow Diffusion—0
Improving face generation quality and prompt following with synthetic captions—0
I4VGen: Image as Free Stepping Stone for Text-to-Video Generation—0
I2T2I: Learning Text to Image Synthesis with Textual Data Augmentation—0
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models—0
Hunyuan-Game: Industrial-grade Intelligent Game Creation Model—0
Deeply Supervised Flow-Based Generative Models—0
BodyMetric: Evaluating the Realism of Human Bodies in Text-to-Image Generation—0
Infinite-ID: Identity-preserved Personalization via ID-semantics Decoupling Paradigm—0
DiffMoE: Dynamic Token Selection for Scalable Diffusion Transformers—0
Human Evaluation of Text-to-Image Models on a Multi-Task Benchmark—0
How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity—0
Decoder-Only LLMs are Better Controllers for Diffusion Models—0
Block-wise LoRA: Revisiting Fine-grained LoRA for Effective Personalization and Stylization in Text-to-Image Generation—0
An Initial Exploration of Default Images in Text-to-Image Generation—0
How Stable is Stable Diffusion under Recursive InPainting (RIP)?—0
HiPA: Enabling One-Step Text-to-Image Diffusion Models via High-Frequency-Promoting Adaptation—0
Debiasing Classifiers by Amplifying Bias with Latent Diffusion and Large Language Models—0
InstructEngine: Instruction-driven Text-to-Image Alignment—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
High-Resolution Image Synthesis via Next-Token Prediction—0
DC-AR: Efficient Masked Autoregressive Image Generation with Deep Compression Hybrid Tokenizer—0
BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing—0
High Quality Diffusion Distillation on a Single GPU with Relative and Absolute Position Matching—0
High-Fidelity Image Compression with Score-based Generative Models—0
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation—0
Hierarchical Vision-Language Alignment for Text-to-Image Generation via Diffusion Models—0
Inv-Adapter: ID Customization Generation via Image Inversion and Lightweight Adapter—0
Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales—0
Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps—0
Isolated Diffusion: Optimizing Multi-Concept Text-to-Image Generation Training-Freely with Isolated Diffusion Guidance—0
Blended Latent Diffusion under Attention Control for Real-World Video Editing—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