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 201250 of 1085 papers

TitleStatusHype
Generative AI for Vision: A Comprehensive Study of Frameworks and Applications0
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model ScalingCode11
Text-to-Image Generation for Vocabulary Learning Using the Keyword Method0
LoRA-X: Bridging Foundation Models with Training-Free Cross-Model Adaptation0
IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual PromptingCode0
One-Prompt-One-Story: Free-Lunch Consistent Text-to-Image Generation Using a Single PromptCode3
Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by StepCode4
Accelerate High-Quality Diffusion Models with Inner Loop Feedback0
LiT: Delving into a Simplified Linear Diffusion Transformer for Image Generation0
PreciseCam: Precise Camera Control for Text-to-Image Generation0
Parallel Sequence Modeling via Generalized Spatial Propagation Network0
Know "No'' Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP0
AnyStory: Towards Unified Single and Multiple Subject Personalization in Text-to-Image GenerationCode2
SHYI: Action Support for Contrastive Learning in High-Fidelity Text-to-Image Generation0
CookingDiffusion: Cooking Procedural Image Generation with Stable Diffusion0
Religious Bias Landscape in Language and Text-to-Image Models: Analysis, Detection, and Debiasing StrategiesCode0
Boosting Text-To-Image Generation via Multilingual Prompting in Large Multimodal ModelsCode0
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation0
Poetry in Pixels: Prompt Tuning for Poem Image Generation via Diffusion ModelsCode0
3DIS-FLUX: simple and efficient multi-instance generation with DiT renderingCode3
SceneBooth: Diffusion-based Framework for Subject-preserved Text-to-Image Generation0
Evaluating Image Caption via Cycle-consistent Text-to-Image Generation0
Face-MakeUp: Multimodal Facial Prompts for Text-to-Image GenerationCode1
Object-level Visual Prompts for Compositional Image Generation0
EliGen: Entity-Level Controlled Image Generation with Regional AttentionCode0
Test-time Controllable Image Generation by Explicit Spatial Constraint Enforcement0
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization0
Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception0
MC^2: Multi-concept Guidance for Customized Multi-concept GenerationCode0
SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs0
VODiff: Controlling Object Visibility Order in Text-to-Image Generation0
Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution0
Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration0
Hierarchical Vision-Language Alignment for Text-to-Image Generation via Diffusion Models0
Dual Diffusion for Unified Image Generation and UnderstandingCode2
Token Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for FreeCode0
VMix: Improving Text-to-Image Diffusion Model with Cross-Attention Mixing ControlCode2
Prometheus: 3D-Aware Latent Diffusion Models for Feed-Forward Text-to-3D Scene Generation0
Open-Sora: Democratizing Efficient Video Production for AllCode13
Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales0
UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation0
1.58-bit FLUX0
EvalMuse-40K: A Reliable and Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model EvaluationCode2
Extract Free Dense Misalignment from CLIPCode1
Distilled Decoding 1: One-step Sampling of Image Auto-regressive Models with Flow MatchingCode2
Self-Corrected Flow Distillation for Consistent One-Step and Few-Step Text-to-Image GenerationCode0
Flowing from Words to Pixels: A Framework for Cross-Modality Evolution0
GALOT: Generative Active Learning via Optimizable Zero-shot Text-to-image Generation0
Autoregressive Video Generation without Vector QuantizationCode4
ArtAug: Enhancing Text-to-Image Generation through Synthesis-Understanding InteractionCode0
Show:102550
← PrevPage 5 of 22Next →

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
6SANA-1.5 4.8B (+ Inference Scaling)Overall0.8Unverified
7Janus-Pro-7BOverall0.8Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75Unverified
10Lumina-Image 2.0Overall0.73Unverified
#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