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 601650 of 1085 papers

TitleStatusHype
0-1 laws for pattern occurrences in phylogenetic trees and networks0
Training-Free Consistent Text-to-Image GenerationCode2
Can Shape-Infused Joint Embeddings Improve Image-Conditioned 3D Diffusion?0
Fréchet Distance for Offline Evaluation of Information Retrieval Systems with Sparse Labels0
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help YouCode0
Object-Driven One-Shot Fine-tuning of Text-to-Image Diffusion with Prototypical Embedding0
Divide and Conquer: Language Models can Plan and Self-Correct for Compositional Text-to-Image Generation0
Taiyi-Diffusion-XL: Advancing Bilingual Text-to-Image Generation with Large Vision-Language Model SupportCode1
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models0
StyleInject: Parameter Efficient Tuning of Text-to-Image Diffusion Models0
CreativeSynth: Cross-Art-Attention for Artistic Image Synthesis with Multimodal DiffusionCode1
BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion ModelsCode1
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion0
Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMsCode5
Text-to-Image Cross-Modal Generation: A Systematic Review0
DiffusionGPT: LLM-Driven Text-to-Image Generation System0
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal DataCode1
ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image GenerationCode0
Parrot: Pareto-optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation0
PIXART-δ: Fast and Controllable Image Generation with Latent Consistency ModelsCode7
Let's Go Shopping (LGS) -- Web-Scale Image-Text Dataset for Visual Concept Understanding0
SpecRef: A Fast Training-free Baseline of Specific Reference-Condition Real Image EditingCode1
A Dataset and Benchmark for Copyright Infringement Unlearning from Text-to-Image Diffusion ModelsCode0
Improving Diffusion-Based Image Synthesis with Context Prediction0
aMUSEd: An Open MUSE ReproductionCode2
One-dimensional Adapter to Rule Them All: Concepts Diffusion Models and Erasing Applications0
Intelligent Grimm - Open-ended Visual Storytelling via Latent Diffusion ModelsCode3
Countering Personalized Text-to-Image Generation with Influence Watermarks0
MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying0
Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation0
Improving the Stability and Efficiency of Diffusion Models for Content Consistent Super-ResolutionCode2
Prompt Expansion for Adaptive Text-to-Image Generation0
Cross Initialization for Personalized Text-to-Image GenerationCode1
One-Dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing ApplicationsCode1
A Recipe for Scaling up Text-to-Video Generation with Text-free Videos0
Semantic Draw Engineering for Text-to-Image Creation0
Emage: Non-Autoregressive Text-to-Image Generation0
Asymmetric Bias in Text-to-Image Generation with Adversarial AttacksCode0
DreamTuner: Single Image is Enough for Subject-Driven Generation0
Decoupled Textual Embeddings for Customized Image GenerationCode1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
SCEdit: Efficient and Controllable Image Diffusion Generation via Skip Connection EditingCode2
The Right Losses for the Right Gains: Improving the Semantic Consistency of Deep Text-to-Image Generation with Distribution-Sensitive Losses0
Rich Human Feedback for Text-to-Image GenerationCode1
VL-GPT: A Generative Pre-trained Transformer for Vision and Language Understanding and GenerationCode1
LIME: Localized Image Editing via Attention Regularization in Diffusion Models0
DiffuseRAW: End-to-End Generative RAW Image Processing for Low-Light Images0
The Lottery Ticket Hypothesis in Denoising: Towards Semantic-Driven InitializationCode1
SEEAvatar: Photorealistic Text-to-3D Avatar Generation with Constrained Geometry and Appearance0
Knowledge-Aware Artifact Image Synthesis with LLM-Enhanced Prompting and Multi-Source SupervisionCode0
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