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 901950 of 1085 papers

TitleStatusHype
UPAM: Unified Prompt Attack in Text-to-Image Generation Models Against Both Textual Filters and Visual Checkers0
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models0
Using LLMs as prompt modifier to avoid biases in AI image generators0
Using positive spanning sets to achieve d-stationarity with the Boosted DC Algorithm0
Using Text-to-Image Generation for Architectural Design Ideation0
Variational Distribution Learning for Unsupervised Text-to-Image Generation0
VideoGen: A Reference-Guided Latent Diffusion Approach for High Definition Text-to-Video Generation0
VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing0
Vision-Language Models Represent Darker-Skinned Black Individuals as More Homogeneous than Lighter-Skinned Black Individuals0
Visual Programming for Text-to-Image Generation and Evaluation0
Visual question answering based evaluation metrics for text-to-image generation0
Visual-Relation Conscious Image Generation from Structured-Text0
VIVAT: Virtuous Improving VAE Training through Artifact Mitigation0
VODiff: Controlling Object Visibility Order in Text-to-Image Generation0
Weakly Supervised Annotations for Multi-modal Greeting Cards Dataset0
What does CLIP know about a red circle? Visual prompt engineering for VLMs0
What Does DALL-E 2 Know About Radiology?0
What If We Recaption Billions of Web Images with LLaMA-3?0
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale0
Provably Robust Blackbox Optimization for Reinforcement Learning0
When the LM misunderstood the human chuckled: Analyzing garden path effects in humans and language models0
Words Worth a Thousand Pictures: Measuring and Understanding Perceptual Variability in Text-to-Image Generation0
WorldGenBench: A World-Knowledge-Integrated Benchmark for Reasoning-Driven Text-to-Image Generation0
WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models0
X&Fuse: Fusing Visual Information in Text-to-Image Generation0
ZeroAvatar: Zero-shot 3D Avatar Generation from a Single Image0
Zero-Shot Uncertainty Quantification using Diffusion Probabilistic Models0
Re-Thinking the Automatic Evaluation of Image-Text Alignment in Text-to-Image Models0
Retrieval-Augmented Multimodal Language Modeling0
Reverse Prompt: Cracking the Recipe Inside Text-to-Image Generation0
Reward Incremental Learning in Text-to-Image Generation0
Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization0
RL for Consistency Models: Faster Reward Guided Text-to-Image Generation0
Safe Text-to-Image Generation: Simply Sanitize the Prompt Embedding0
SafetyDPO: Scalable Safety Alignment for Text-to-Image Generation0
Safe-VAR: Safe Visual Autoregressive Model for Text-to-Image Generative Watermarking0
Saliency Guided Optimization of Diffusion Latents0
SANER: Annotation-free Societal Attribute Neutralizer for Debiasing CLIP0
Scalable Ranked Preference Optimization for Text-to-Image Generation0
Scaling Laws For Diffusion Transformers0
SceneBooth: Diffusion-based Framework for Subject-preserved Text-to-Image Generation0
SceneGenie: Scene Graph Guided Diffusion Models for Image Synthesis0
Schedule On the Fly: Diffusion Time Prediction for Faster and Better Image Generation0
SciRE-Solver: Accelerating Diffusion Models Sampling by Score-integrand Solver with Recursive Difference0
SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation0
SDXL-Lightning: Progressive Adversarial Diffusion Distillation0
SEEAvatar: Photorealistic Text-to-3D Avatar Generation with Constrained Geometry and Appearance0
Seeing Syntax: Uncovering Syntactic Learning Limitations in Vision-Language Models0
SegAttnGAN: Text to Image Generation with Segmentation Attention0
Self-Guidance: Boosting Flow and Diffusion Generation on Their Own0
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