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 301350 of 1085 papers

TitleStatusHype
Gradient-Free Classifier Guidance for Diffusion Model Sampling0
Foundation Cures Personalization: Recovering Facial Personalized Models' Prompt Consistency0
Prioritize Denoising Steps on Diffusion Model Preference Alignment via Explicit Denoised Distribution Estimation0
High-Resolution Image Synthesis via Next-Token Prediction0
Detecting Human Artifacts from Text-to-Image ModelsCode1
MMGenBench: Evaluating the Limits of LMMs from the Text-to-Image Generation PerspectiveCode2
CopyrightMeter: Revisiting Copyright Protection in Text-to-image Models0
Safe Text-to-Image Generation: Simply Sanitize the Prompt Embedding0
Visual question answering based evaluation metrics for text-to-image generation0
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and GenerationCode11
Leveraging Previous Steps: A Training-free Fast Solver for Flow Diffusion0
Region-Aware Text-to-Image Generation via Hard Binding and Soft RefinementCode4
Image2Text2Image: A Novel Framework for Label-Free Evaluation of Image-to-Text Generation with Text-to-Image Diffusion Models0
Precision or Recall? An Analysis of Image Captions for Training Text-to-Image Generation ModelCode0
Controlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation0
Taming Rectified Flow for Inversion and EditingCode4
On Improved Conditioning Mechanisms and Pre-training Strategies for Diffusion Models0
Training-free Regional Prompting for Diffusion TransformersCode4
MoLE: Enhancing Human-centric Text-to-image Diffusion via Mixture of Low-rank Experts0
GrounDiT: Grounding Diffusion Transformers via Noisy Patch TransplantationCode2
MMM-RS: A Multi-modal, Multi-GSD, Multi-scene Remote Sensing Dataset and Benchmark for Text-to-Image GenerationCode1
FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation0
Scalable Ranked Preference Optimization for Text-to-Image Generation0
A Wavelet Diffusion GAN for Image Super-Resolution0
Offline Evaluation of Set-Based Text-to-Image GenerationCode0
Altogether: Image Captioning via Re-aligning Alt-textCode0
MPDS: A Movie Posters Dataset for Image Generation with Diffusion Model0
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation CapabilitiesCode2
Boosting Imperceptibility of Stable Diffusion-based Adversarial Examples Generation with MomentumCode0
PUMA: Empowering Unified MLLM with Multi-granular Visual GenerationCode2
Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous TokensCode2
3DIS: Depth-Driven Decoupled Instance Synthesis for Text-to-Image GenerationCode3
FaceChain-FACT: Face Adapter with Decoupled Training for Identity-preserved PersonalizationCode0
KITTEN: A Knowledge-Intensive Evaluation of Image Generation on Visual Entities0
Saliency Guided Optimization of Diffusion Latents0
Generating Intermediate Representations for Compositional Text-To-Image GenerationCode0
TULIP: Token-length Upgraded CLIPCode1
RealEra: Semantic-level Concept Erasure via Neighbor-Concept Mining0
DART: Denoising Autoregressive Transformer for Scalable Text-to-Image Generation0
Scaling Laws For Diffusion Transformers0
A Unified Debiasing Approach for Vision-Language Models across Modalities and TasksCode0
Minority-Focused Text-to-Image Generation via Prompt OptimizationCode1
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image GenerationCode5
EvolveDirector: Approaching Advanced Text-to-Image Generation with Large Vision-Language ModelsCode2
Training-free Diffusion Model Alignment with Sampling DemonsCode1
Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models0
OmniBooth: Learning Latent Control for Image Synthesis with Multi-modal Instruction0
Images Speak Volumes: User-Centric Assessment of Image Generation for Accessible CommunicationCode0
Uncovering Regional Defaults from Photorealistic Forests in Text-to-Image Generation with DALL-E 20
Data Extrapolation for Text-to-image Generation on Small DatasetsCode1
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
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