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
Masked-Attention Diffusion Guidance for Spatially Controlling Text-to-Image GenerationCode1
PromptPaint: Steering Text-to-Image Generation Through Paint Medium-like InteractionsCode0
LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image GenerationCode1
ConceptLab: Creative Concept Generation using VLM-Guided Diffusion Prior ConstraintsCode2
Training Data Protection with Compositional Diffusion Models0
Reverse Stable Diffusion: What prompt was used to generate this image?Code0
The Bias Amplification Paradox in Text-to-Image GenerationCode0
BAGM: A Backdoor Attack for Manipulating Text-to-Image Generative ModelsCode1
Learning Disentangled Discrete RepresentationsCode0
A Systematic Survey of Prompt Engineering on Vision-Language Foundation ModelsCode2
TF-ICON: Diffusion-Based Training-Free Cross-Domain Image CompositionCode2
Subject-Diffusion:Open Domain Personalized Text-to-Image Generation without Test-time Fine-tuningCode2
BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained DiffusionCode2
Diffusion Sampling with Momentum for Mitigating Divergence ArtifactsCode0
Divide & Bind Your Attention for Improved Generative Semantic NursingCode1
PromptCrafter: Crafting Text-to-Image Prompt through Mixed-Initiative Dialogue with LLM0
Planting a SEED of Vision in Large Language ModelCode2
T2I-CompBench: A Comprehensive Benchmark for Open-world Compositional Text-to-image GenerationCode2
DiffuseGAE: Controllable and High-fidelity Image Manipulation from Disentangled Representation0
Emu: Generative Pretraining in MultimodalityCode3
TIAM -- A Metric for Evaluating Alignment in Text-to-Image GenerationCode1
Exact Diffusion Inversion via Bi-directional Integration ApproximationCode1
On the Cultural Gap in Text-to-Image GenerationCode0
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and CorrespondenceCode1
Practical and Asymptotically Exact Conditional Sampling in Diffusion ModelsCode1
Counting Guidance for High Fidelity Text-to-Image Synthesis0
Stay on topic with Classifier-Free Guidance0
CLIPAG: Towards Generator-Free Text-to-Image Generation0
Semi-supervised Multimodal Representation Learning through a Global WorkspaceCode0
Approximated Prompt Tuning for Vision-Language Pre-trained Models0
Localized Text-to-Image Generation for Free via Cross Attention Control0
The Cultivated Practices of Text-to-Image Generation0
Linguistic Binding in Diffusion Models: Enhancing Attribute Correspondence through Attention Map AlignmentCode1
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional UnderstandingCode1
Norm-guided latent space exploration for text-to-image generationCode1
Perceptions and Realities of Text-to-Image Generation0
AI-Generated Image Detection using a Cross-Attention Enhanced Dual-Stream NetworkCode1
Face0: Instantaneously Conditioning a Text-to-Image Model on a Face0
Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewardsCode1
On the Difference of BERT-style and CLIP-style Text EncodersCode1
Composition and Deformance: Measuring Imageability with a Text-to-Image ModelCode0
Detector Guidance for Multi-Object Text-to-Image GenerationCode1
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data0
UniDiff: Advancing Vision-Language Models with Generative and Discriminative Learning0
T2IAT: Measuring Valence and Stereotypical Biases in Text-to-Image Generation0
ViCo: Plug-and-play Visual Condition for Personalized Text-to-image GenerationCode2
StyleDrop: Text-to-Image Generation in Any StyleCode2
Intelligent Grimm -- Open-ended Visual Storytelling via Latent Diffusion ModelsCode2
AI Imagery and the Overton Window0
Real-World Image Variation by Aligning Diffusion Inversion ChainCode1
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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