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 351400 of 1085 papers

TitleStatusHype
ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation0
Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi DecodingCode3
CusConcept: Customized Visual Concept Decomposition with Diffusion ModelsCode0
Illustrious: an Open Advanced Illustration Model0
MaskMamba: A Hybrid Mamba-Transformer Model for Masked Image Generation0
Emu3: Next-Token Prediction is All You NeedCode3
FlowTurbo: Towards Real-time Flow-Based Image Generation with Velocity RefinerCode2
Resolving Multi-Condition Confusion for Finetuning-Free Personalized Image GenerationCode2
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language InstructionsCode3
Adversarial Attacks on Parts of Speech: An Empirical Study in Text-to-Image GenerationCode0
StoryMaker: Towards Holistic Consistent Characters in Text-to-image GenerationCode4
Evaluating Image Hallucination in Text-to-Image Generation with Question-AnsweringCode1
OmniGen: Unified Image GenerationCode7
Generalizing Alignment Paradigm of Text-to-Image Generation with Preferences through f-divergence Minimization0
Finetuning CLIP to Reason about Pairwise DifferencesCode1
TextBoost: Towards One-Shot Personalization of Text-to-Image Models via Fine-tuning Text EncoderCode2
IFAdapter: Instance Feature Control for Grounded Text-to-Image Generation0
Scribble-Guided Diffusion for Training-free Text-to-Image GenerationCode1
FreeEnhance: Tuning-Free Image Enhancement via Content-Consistent Noising-and-Denoising Process0
PoseEmbroider: Towards a 3D, Visual, Semantic-aware Human Pose Representation0
SVFit: Parameter-Efficient Fine-Tuning of Large Pre-Trained Models Using Singular Values0
Blended Latent Diffusion under Attention Control for Real-World Video Editing0
ArtiFade: Learning to Generate High-quality Subject from Blemished Images0
StyleTokenizer: Defining Image Style by a Single Instance for Controlling Diffusion ModelsCode2
SPDiffusion: Semantic Protection Diffusion for Multi-concept Text-to-image Generation0
Training-Free Sketch-Guided Diffusion with Latent Optimization0
Text-to-Image Generation Via Energy-Based CLIP0
STEREO: Towards Adversarially Robust Concept Erasing from Text-to-Image Generation ModelsCode1
CSGO: Content-Style Composition in Text-to-Image Generation0
ResVG: Enhancing Relation and Semantic Understanding in Multiple Instances for Visual GroundingCode0
Hand1000: Generating Realistic Hands from Text with Only 1,000 Images0
Merging and Splitting Diffusion Paths for Semantically Coherent PanoramasCode1
Reflective Human-Machine Co-adaptation for Enhanced Text-to-Image Generation Dialogue System0
Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion0
Show-o: One Single Transformer to Unify Multimodal Understanding and GenerationCode5
FRAP: Faithful and Realistic Text-to-Image Generation with Adaptive Prompt Weighting0
Detection-Driven Object Count Optimization for Text-to-Image Diffusion Models0
MegaFusion: Extend Diffusion Models towards Higher-resolution Image Generation without Further TuningCode2
Prompt-Agnostic Adversarial Perturbation for Customized Diffusion ModelsCode1
MUSES: 3D-Controllable Image Generation via Multi-Modal Agent CollaborationCode1
The Brittleness of AI-Generated Image Watermarking Techniques: Examining Their Robustness Against Visual Paraphrasing Attacks0
SANER: Annotation-free Societal Attribute Neutralizer for Debiasing CLIP0
DiffLoRA: Generating Personalized Low-Rank Adaptation Weights with Diffusion0
Artworks Reimagined: Exploring Human-AI Co-Creation through Body Prompting0
ZePo: Zero-Shot Portrait Stylization with Faster SamplingCode1
Instruction Tuning-free Visual Token Complement for Multimodal LLMs0
Zero-Shot Uncertainty Quantification using Diffusion Probabilistic Models0
One Framework to Rule Them All: Unifying Multimodal Tasks with LLM Neural-Tuning0
Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning ServicesCode0
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative PretrainingCode7
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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