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 651700 of 1085 papers

TitleStatusHype
Clockwork Diffusion: Efficient Generation With Model-Step DistillationCode1
AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image EditingCode0
Harnessing LLM to Attack LLM-Guarded Text-to-Image ModelsCode1
PortraitBooth: A Versatile Portrait Model for Fast Identity-preserved Personalization0
Stellar: Systematic Evaluation of Human-Centric Personalized Text-to-Image Methods0
Correcting Diffusion Generation through ResamplingCode1
Efficient Quantization Strategies for Latent Diffusion Models0
Approximate Caching for Efficiently Serving Diffusion Models0
PhotoMaker: Customizing Realistic Human Photos via Stacked ID EmbeddingCode6
Generating Illustrated InstructionsCode0
Kandinsky 3.0 Technical ReportCode2
TokenCompose: Text-to-Image Diffusion with Token-level SupervisionCode1
Navigating the Synthetic Realm: Harnessing Diffusion-based Models for Laparoscopic Text-to-Image GenerationCode0
Customization Assistant for Text-to-image GenerationCode2
Diversified in-domain synthesis with efficient fine-tuning for few-shot classificationCode1
FERGI: Automatic Scoring of User Preferences for Text-to-Image Generation from Spontaneous Facial Expression ReactionCode0
InstructBooth: Instruction-following Personalized Text-to-Image Generation0
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images0
Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models0
HiPA: Enabling One-Step Text-to-Image Diffusion Models via High-Frequency-Promoting Adaptation0
MicroCinema: A Divide-and-Conquer Approach for Text-to-Video Generation0
DreamSync: Aligning Text-to-Image Generation with Image Understanding Feedback0
Fair Text-to-Image Diffusion via Fair Mapping0
PEA-Diffusion: Parameter-Efficient Adapter with Knowledge Distillation in non-English Text-to-Image GenerationCode1
Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image GenerationCode1
MobileDiffusion: Instant Text-to-Image Generation on Mobile Devices0
Pre-trained Language Models Do Not Help Auto-regressive Text-to-Image Generation0
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language ModelsCode1
Check, Locate, Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation0
ET3D: Efficient Text-to-3D Generation via Multi-View Distillation0
Learning Disentangled Identifiers for Action-Customized Text-to-Image Generation0
Self-correcting LLM-controlled Diffusion ModelsCode1
InstaStyle: Inversion Noise of a Stylized Image is Secretly a Style AdviserCode1
Diffusion Model Alignment Using Direct Preference OptimizationCode2
NeuroPrompts: An Adaptive Framework to Optimize Prompts for Text-to-Image Generation0
The Chosen One: Consistent Characters in Text-to-Image Diffusion ModelsCode2
UFOGen: You Forward Once Large Scale Text-to-Image Generation via Diffusion GANsCode1
BeautifulPrompt: Towards Automatic Prompt Engineering for Text-to-Image Synthesis0
ChatAnything: Facetime Chat with LLM-Enhanced Personas0
Generation Of Colors using Bidirectional Long Short Term Memory NetworksCode0
ControlStyle: Text-Driven Stylized Image Generation Using Diffusion Priors0
LLM as an Art Director (LaDi): Using LLMs to improve Text-to-Media Generators0
Mukh-Oboyob: Stable Diffusion and BanglaBERT enhanced Bangla Text-to-Face SynthesisCode0
CustomNet: Zero-shot Object Customization with Variable-Viewpoints in Text-to-Image Diffusion Models0
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation0
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image DetectorsCode1
Bridging the Gap between Synthetic and Authentic Images for Multimodal Machine TranslationCode0
Diverse Diffusion: Enhancing Image Diversity in Text-to-Image Generation0
Quality Diversity through Human Feedback: Towards Open-Ended Diversity-Driven OptimizationCode1
Elucidating The Design Space of Classifier-Guided Diffusion GenerationCode1
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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