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 751800 of 1085 papers

TitleStatusHype
UPAM: Unified Prompt Attack in Text-to-Image Generation Models Against Both Textual Filters and Visual Checkers0
Improving face generation quality and prompt following with synthetic captions0
VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing0
Compositional Text-to-Image Generation with Dense Blob Representations0
Training-free Subject-Enhanced Attention Guidance for Compositional Text-to-image Generation0
Controllable Image Generation With Composed Parallel Token Prediction0
A Survey on Personalized Content Synthesis with Diffusion Models0
FlexEControl: Flexible and Efficient Multimodal Control for Text-to-Image Generation0
SonicDiffusion: Audio-Driven Image Generation and Editing with Pretrained Diffusion Models0
DOCCI: Descriptions of Connected and Contrasting Images0
Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection0
FINEMATCH: Aspect-based Fine-grained Image and Text Mismatch Detection and Correction0
Multimodal Large Language Model is a Human-Aligned Annotator for Text-to-Image Generation0
GLoD: Composing Global Contexts and Local Details in Image Generation0
ID-Aligner: Enhancing Identity-Preserving Text-to-Image Generation with Reward Feedback Learning0
Towards Better Text-to-Image Generation Alignment via Attention Modulation0
LTOS: Layout-controllable Text-Object Synthesis via Adaptive Cross-attention Fusions0
Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control0
EdgeFusion: On-Device Text-to-Image Generation0
MaxFusion: Plug&Play Multi-Modal Generation in Text-to-Image Diffusion Models0
DreamScape: 3D Scene Creation via Gaussian Splatting joint Correlation Modeling0
CAT: Contrastive Adapter Training for Personalized Image GenerationCode0
Mask-ControlNet: Higher-Quality Image Generation with An Additional Mask Prompt0
UniFL: Improve Latent Diffusion Model via Unified Feedback Learning0
Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models0
Diverse and Tailored Image Generation for Zero-shot Multi-label Classification0
MatAtlas: Text-driven Consistent Geometry Texturing and Material Assignment0
On the Scalability of Diffusion-based Text-to-Image Generation0
MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation0
Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models0
Condition-Aware Neural Network for Controlled Image Generation0
Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation0
Model-Agnostic Human Preference Inversion in Diffusion Models0
Grid Diffusion Models for Text-to-Video Generation0
Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation0
ECNet: Effective Controllable Text-to-Image Diffusion Models0
Tutorial on Diffusion Models for Imaging and Vision0
Isolated Diffusion: Optimizing Multi-Concept Text-to-Image Generation Training-Freely with Isolated Diffusion Guidance0
Skews in the Phenomenon Space Hinder Generalization in Text-to-Image GenerationCode0
Refining Text-to-Image Generation: Towards Accurate Training-Free Glyph-Enhanced Image Generation0
An Intermediate Fusion ViT Enables Efficient Text-Image Alignment in Diffusion Models0
RL for Consistency Models: Faster Reward Guided Text-to-Image Generation0
R3CD: Scene Graph to Image Generation with Relation-aware Compositional Contrastive Control Diffusion0
AGFSync: Leveraging AI-Generated Feedback for Preference Optimization in Text-to-Image Generation0
A Survey on Quality Metrics for Text-to-Image Generation0
Infinite-ID: Identity-preserved Personalization via ID-semantics Decoupling Paradigm0
Fast Personalized Text-to-Image Syntheses With Attention Injection0
Denoising Task Difficulty-based Curriculum for Training Diffusion Models0
Glyph-ByT5: A Customized Text Encoder for Accurate Visual Text Rendering0
Optimizing Negative Prompts for Enhanced Aesthetics and Fidelity in Text-To-Image Generation0
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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