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 951–1000 of 1085 papers

TitleStatusHype
Self-Play Fine-Tuning of Diffusion Models for Text-to-Image Generation—0
Repulsive Latent Score Distillation for Solving Inverse ProblemsCode0
Reproducibility Study of "ITI-GEN: Inclusive Text-to-Image Generation"Code0
ResVG: Enhancing Relation and Semantic Understanding in Multiple Instances for Visual GroundingCode0
Exploration into Translation-Equivariant Image QuantizationCode0
Rethink Sparse Signals for Pose-guided Text-to-image GenerationCode0
Test-Time Scaling of Diffusion Models via Noise Trajectory SearchCode0
An Empirical Study and Analysis of Text-to-Image Generation Using Large Language Model-Powered Textual RepresentationCode0
Reverse Stable Diffusion: What prompt was used to generate this image?Code0
Religious Bias Landscape in Language and Text-to-Image Models: Analysis, Detection, and Debiasing StrategiesCode0
Align Beyond Prompts: Evaluating World Knowledge Alignment in Text-to-Image GenerationCode0
GR-GAN: Gradual Refinement Text-to-image GenerationCode0
Relations, Negations, and Numbers: Looking for Logic in Generative Text-to-Image ModelsCode0
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language ModelsCode0
GreenStableYolo: Optimizing Inference Time and Image Quality of Text-to-Image GenerationCode0
RusCode: Russian Cultural Code Benchmark for Text-to-Image GenerationCode0
Safeguarding Text-to-Image Generation via Inference-Time Prompt-Noise OptimizationCode0
Character-Centric Story Visualization via Visual Planning and Token AlignmentCode0
Eliminating Contextual Prior Bias for Semantic Image Editing via Dual-Cycle DiffusionCode0
EliGen: Entity-Level Controlled Image Generation with Regional AttentionCode0
SAGE: Exploring the Boundaries of Unsafe Concept Domain with Semantic-Augment ErasingCode0
VerbDiff: Text-Only Diffusion Models with Enhanced Interaction AwarenessCode0
RecTable: Fast Modeling Tabular Data with Rectified FlowCode0
CAT: Contrastive Adapter Training for Personalized Image GenerationCode0
Neural Monge Map estimation and its applicationsCode0
IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual PromptingCode0
Scaling Autoregressive Models for Content-Rich Text-to-Image GenerationCode0
RAPHAEL: Text-to-Image Generation via Large Mixture of Diffusion PathsCode0
PromptPaint: Steering Text-to-Image Generation Through Paint Medium-like InteractionsCode0
Precision or Recall? An Analysis of Image Captions for Training Text-to-Image Generation ModelCode0
Efficient Personalized Text-to-image Generation by Leveraging Textual SubspaceCode0
PQPP: A Joint Benchmark for Text-to-Image Prompt and Query Performance PredictionCode0
Scaling up GANs for Text-to-Image SynthesisCode0
PopAlign: Population-Level Alignment for Fair Text-to-Image GenerationCode0
Bridging the Gap between Synthetic and Authentic Images for Multimodal Machine TranslationCode0
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large ScaleCode0
Boosting Text-To-Image Generation via Multilingual Prompting in Large Multimodal ModelsCode0
ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation?Code0
DR-GAN: Distribution Regularization for Text-to-Image GenerationCode0
Generative Visual Instruction TuningCode0
Poetry in Pixels: Prompt Tuning for Poem Image Generation via Diffusion ModelsCode0
Asymmetric Bias in Text-to-Image Generation with Adversarial AttacksCode0
On the Cultural Gap in Text-to-Image GenerationCode0
Understanding Attention for Vision-and-Language TasksCode0
Understanding Visual Concepts Across ModelsCode0
Viewpoint Textual Inversion: Discovering Scene Representations and 3D View Control in 2D Diffusion ModelsCode0
Self-Corrected Flow Distillation for Consistent One-Step and Few-Step Text-to-Image GenerationCode0
Offline Evaluation of Set-Based Text-to-Image GenerationCode0
Accountable Textual-Visual Chat Learns to Reject Human Instructions in Image Re-creationCode0
Navigating the Synthetic Realm: Harnessing Diffusion-based Models for Laparoscopic Text-to-Image GenerationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID74.05—Unverified
2StackGAN + OPFID55.3—Unverified
3L-VerseFID45.8—Unverified
4L-Verse-CCFID37.2—Unverified
5AttnGAN (256 x 256)FID35.2—Unverified
6AttnGAN + OPFID33.35—Unverified
7DM-GANFID32.64—Unverified
8DM-GAN + VICTRFID32.37—Unverified
9Vanilla CM3FID29.5—Unverified
10AttnGAN + VICTRFID29.26—Unverified
#ModelMetricClaimedVerifiedStatus
1GAWWNFID67.22—Unverified
2StackGAN-v1FID51.89—Unverified
3AttnGAN+CLFID16.34—Unverified
4StackGAN-v2FID15.3—Unverified
5DM-GAN+CLFID14.38—Unverified
6VQ-Diffusion-SFID12.97—Unverified
7VQ-Diffusion-BFID11.94—Unverified
8LafiteFID10.48—Unverified
9VQ-Diffusion-FFID10.32—Unverified
10RAT-GANFID10.21—Unverified
#ModelMetricClaimedVerifiedStatus
1SD3.5-Medium+Flow-GRPOOverall0.95—Unverified
2UniWorld-V1 (Rewrite)Overall0.84—Unverified
3MindOmniOverall0.83—Unverified
4UniWorld-V1Overall0.8—Unverified
5MetaQuery-XL (Rewrite)Overall0.8—Unverified
6Janus-Pro-7BOverall0.8—Unverified
7SANA-1.5 4.8B (+ Inference Scaling)Overall0.8—Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77—Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75—Unverified
10Janus-Pro-1BOverall0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1DFGANFID137.6—Unverified
2DM-GANFID131.05—Unverified
3AttnGANFID125.98—Unverified
4ControlGANFID116.32—Unverified
5TediGAN-AFID106.37—Unverified
6TediGAN-BFID101.42—Unverified
7Unite and ConquerFID26.09—Unverified
8CorgiFID19.74—Unverified
9LafiteFID12.54—Unverified
10Swinv2-ImagenFID10.31—Unverified
#ModelMetricClaimedVerifiedStatus
1LCM (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)6.18—Unverified
2LCM (DPO)Aesthetics (Laion Aesthtetics Predictor)6.04—Unverified
3LCM (DDPO)Aesthetics (Laion Aesthtetics Predictor)6.01—Unverified
4LCMAesthetics (Laion Aesthtetics Predictor)5.8—Unverified
5Stable Diffusion 1.5 (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)5.71—Unverified
6Stable Diffusion 1.5 (DDPO)Aesthetics (Laion Aesthtetics Predictor)5.67—Unverified
7Stable Diffusion 1.5 (DPO)Aesthetics (Laion Aesthtetics Predictor)5.62—Unverified
8Stable Diffusion 1.5Aesthetics (Laion Aesthtetics Predictor)5.43—Unverified
#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID55.28—Unverified
2StackGAN-v2FID48.68—Unverified
3RAT-GANFID16.04—Unverified
4VQ-Diffusion-SFID14.95—Unverified
5VQ-Diffusion-BFID14.88—Unverified
6VQ-Diffusion-FFID14.1—Unverified
7RAT-DiffusionFID9.52—Unverified
8StackGANInception score3.2—Unverified
#ModelMetricClaimedVerifiedStatus
1VQ-GANFID28.86—Unverified
2Image-BARTFID22.61—Unverified
3LDM-4FID17.01—Unverified
4RQ-TransformerFID12.33—Unverified
5Contextual RQ-TransformerFID9.8—Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID7.23—Unverified
2CM3Leon-7BFID4.88—Unverified
3Parti FinetunedFID3.22—Unverified
#ModelMetricClaimedVerifiedStatus
1TamingBlock-FID38.89—Unverified
2MaskGITBlock-FID24.33—Unverified
3NUWA-InfinityBlock-FID9.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Lumina-Image 2.0Overall87.2—Unverified
2MetaQuery-XLOverall82.05—Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID15.97—Unverified
2Parti FinetunedFID8.39—Unverified
#ModelMetricClaimedVerifiedStatus
1AttnGANInception score25.89—Unverified
2Muse-3B (zero-shot)FID7.88—Unverified
#ModelMetricClaimedVerifiedStatus
1Emu3Color0.79—Unverified
2PixArt-aColor0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTMS on color generationValidation Accuracy85—Unverified
#ModelMetricClaimedVerifiedStatus
1SSC+SKDLPIPS0.7—Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score58.83—Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score88.39—Unverified