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 401450 of 1085 papers

TitleStatusHype
VICTR: Visual Information Captured Text Representation for Text-to-Image Multimodal TasksCode1
DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisCode1
Network-to-Network Translation with Conditional Invertible Neural NetworksCode1
Conditional Image Generation and Manipulation for User-Specified ContentCode1
ManiGAN: Text-Guided Image ManipulationCode1
DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image SynthesisCode1
AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial NetworksCode1
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial NetworksCode1
Generative Adversarial Text to Image SynthesisCode1
Show and Tell: A Neural Image Caption GeneratorCode1
Evaluating Attribute Confusion in Fashion Text-to-Image Generation0
DC-AR: Efficient Masked Autoregressive Image Generation with Deep Compression Hybrid Tokenizer0
UniGlyph: Unified Segmentation-Conditioned Diffusion for Precise Visual Text Synthesis0
Rethink Sparse Signals for Pose-guided Text-to-image GenerationCode0
Diffusion Tree Sampling: Scalable inference-time alignment of diffusion models0
Med-Art: Diffusion Transformer for 2D Medical Text-to-Image Generation0
Cost-Aware Routing for Efficient Text-To-Image Generation0
Fair Generation without Unfair Distortions: Debiasing Text-to-Image Generation with Entanglement-Free Attention0
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning0
Text to Image for Multi-Label Image Recognition with Joint Prompt-Adapter Learning0
SAGE: Exploring the Boundaries of Unsafe Concept Domain with Semantic-Augment ErasingCode0
Consistent Story Generation with Asymmetry Zigzag SamplingCode0
Re-Thinking the Automatic Evaluation of Image-Text Alignment in Text-to-Image Models0
VIVAT: Virtuous Improving VAE Training through Artifact Mitigation0
A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation0
Solving Inverse Problems with FLAIR0
PointT2I: LLM-based text-to-image generation via keypoints0
Unlocking Aha Moments via Reinforcement Learning: Advancing Collaborative Visual Comprehension and Generation0
ArtiScene: Language-Driven Artistic 3D Scene Generation Through Image Intermediary0
ComposeAnything: Composite Object Priors for Text-to-Image Generation0
R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation0
Implicit Inversion turns CLIP into a DecoderCode0
Cross-modal RAG: Sub-dimensional Retrieval-Augmented Text-to-Image GenerationCode0
Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization0
StyleAR: Customizing Multimodal Autoregressive Model for Style-Aligned Text-to-Image Generation0
Training-free Stylized Text-to-Image Generation with Fast Inference0
TextDiffuser-RL: Efficient and Robust Text Layout Optimization for High-Fidelity Text-to-Image Synthesis0
TNG-CLIP:Training-Time Negation Data Generation for Negation Awareness of CLIP0
Align Beyond Prompts: Evaluating World Knowledge Alignment in Text-to-Image GenerationCode0
Test-Time Scaling of Diffusion Models via Noise Trajectory SearchCode0
Mod-Adapter: Tuning-Free and Versatile Multi-concept Personalization via Modulation Adapter0
NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment0
Creatively Upscaling Images with Global-Regional Priors0
Self-Rewarding Large Vision-Language Models for Optimizing Prompts in Text-to-Image Generation0
Conditional Panoramic Image Generation via Masked Autoregressive Modeling0
IA-T2I: Internet-Augmented Text-to-Image Generation0
Harnessing Caption Detailness for Data-Efficient Text-to-Image Generation0
MMaDA: Multimodal Large Diffusion Language ModelsCode0
Hunyuan-Game: Industrial-grade Intelligent Game Creation Model0
Diff-MM: Exploring Pre-trained Text-to-Image Generation Model for Unified Multi-modal Object Tracking0
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