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 501550 of 1085 papers

TitleStatusHype
Controlled and Conditional Text to Image Generation with Diffusion Prior0
Controlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation0
I3: Intent-Introspective Retrieval Conditioned on Instructions0
ControlStyle: Text-Driven Stylized Image Generation Using Diffusion Priors0
CookingDiffusion: Cooking Procedural Image Generation with Stable Diffusion0
CopyrightMeter: Revisiting Copyright Protection in Text-to-image Models0
Cost-Aware Routing for Efficient Text-To-Image Generation0
Countering Personalized Text-to-Image Generation with Influence Watermarks0
Counting Guidance for High Fidelity Text-to-Image Synthesis0
CRAFT: Cultural Russian-Oriented Dataset Adaptation for Focused Text-to-Image Generation0
Crafting Parts for Expressive Object Composition0
CRD-CGAN: Category-Consistent and Relativistic Constraints for Diverse Text-to-Image Generation0
Creatively Upscaling Images with Global-Regional Priors0
Cross-attention for State-based model RWKV-70
CSGO: Content-Style Composition in Text-to-Image Generation0
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning0
Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance0
Culture-TRIP: Culturally-Aware Text-to-Image Generation with Iterative Prompt Refinement0
CustomNet: Zero-shot Object Customization with Variable-Viewpoints in Text-to-Image Diffusion Models0
Cycle-Consistent Inverse GAN for Text-to-Image Synthesis0
DART: Denoising Autoregressive Transformer for Scalable Text-to-Image Generation0
Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales0
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation0
DC-AR: Efficient Masked Autoregressive Image Generation with Deep Compression Hybrid Tokenizer0
Debiasing Classifiers by Amplifying Bias with Latent Diffusion and Large Language Models0
Decoder-Only LLMs are Better Controllers for Diffusion Models0
Deeply Supervised Flow-Based Generative Models0
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models0
Denoising Task Difficulty-based Curriculum for Training Diffusion Models0
Designing a Conditional Prior Distribution for Flow-Based Generative Models0
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization0
Detecting Malicious Concepts Without Image Generation in AIGC0
DiffLoRA: Generating Personalized Low-Rank Adaptation Weights with Diffusion0
Diff-MM: Exploring Pre-trained Text-to-Image Generation Model for Unified Multi-modal Object Tracking0
DiffMoE: Dynamic Token Selection for Scalable Diffusion Transformers0
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation0
DiffuseGAE: Controllable and High-fidelity Image Manipulation from Disentangled Representation0
DiffuseRAW: End-to-End Generative RAW Image Processing for Low-Light Images0
DiffusionGPT: LLM-Driven Text-to-Image Generation System0
Diffusion Soup: Model Merging for Text-to-Image Diffusion Models0
Diffusion Tree Sampling: Scalable inference-time alignment of diffusion models0
Di[M]O: Distilling Masked Diffusion Models into One-step Generator0
Dimba: Transformer-Mamba Diffusion Models0
Discriminative Probing and Tuning for Text-to-Image Generation0
Distilling semantically aware orders for autoregressive image generation0
Distributional Vision-Language Alignment by Cauchy-Schwarz Divergence0
DiT-Air: Revisiting the Efficiency of Diffusion Model Architecture Design in Text to Image Generation0
DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers0
DivCon: Divide and Conquer for Progressive Text-to-Image Generation0
DiverGAN: An Efficient and Effective Single-Stage Framework for Diverse Text-to-Image Generation0
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