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 151200 of 1085 papers

TitleStatusHype
SCEdit: Efficient and Controllable Image Diffusion Generation via Skip Connection EditingCode2
Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image DescriptionsCode2
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert DenoisersCode2
Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image GenerationCode2
ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image GenerationCode2
Personalizing Text-to-Image Generation via Aesthetic GradientsCode2
Planting a SEED of Vision in Large Language ModelCode2
Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion ModelsCode2
Dual Diffusion for Unified Image Generation and UnderstandingCode2
ConceptLab: Creative Concept Generation using VLM-Guided Diffusion Prior ConstraintsCode2
ConceptExpress: Harnessing Diffusion Models for Single-image Unsupervised Concept ExtractionCode2
Improving the Stability and Efficiency of Diffusion Models for Content Consistent Super-ResolutionCode2
Playable Game GenerationCode2
NoiseCollage: A Layout-Aware Text-to-Image Diffusion Model Based on Noise Cropping and MergingCode2
Distilled Decoding 1: One-step Sampling of Image Auto-regressive Models with Flow MatchingCode2
A Systematic Survey of Prompt Engineering on Vision-Language Foundation ModelsCode2
Neighboring Autoregressive Modeling for Efficient Visual GenerationCode2
CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept MatchingCode2
Dynamic Prompt Optimizing for Text-to-Image GenerationCode2
Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You ThinkCode2
Diffusion Model Alignment Using Direct Preference OptimizationCode2
CogView: Mastering Text-to-Image Generation via TransformersCode2
Muse: Text-To-Image Generation via Masked Generative TransformersCode2
OmniCaptioner: One Captioner to Rule Them AllCode2
CogView2: Faster and Better Text-to-Image Generation via Hierarchical TransformersCode2
MMGenBench: Evaluating the Limits of LMMs from the Text-to-Image Generation PerspectiveCode2
MasterWeaver: Taming Editability and Face Identity for Personalized Text-to-Image GenerationCode2
Make It Count: Text-to-Image Generation with an Accurate Number of ObjectsCode2
DiffArtist: Towards Structure and Appearance Controllable Image StylizationCode2
Face2Diffusion for Fast and Editable Face PersonalizationCode2
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and EditingCode2
MegaFusion: Extend Diffusion Models towards Higher-resolution Image Generation without Further TuningCode2
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion ModelsCode2
Instruct2Act: Mapping Multi-modality Instructions to Robotic Actions with Large Language ModelCode2
Dense Text-to-Image Generation with Attention ModulationCode2
Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context ReflectionCode2
InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision GeneralistsCode2
GrounDiT: Grounding Diffusion Transformers via Noisy Patch TransplantationCode2
Expressive Text-to-Image Generation with Rich TextCode2
Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image SynthesisCode2
CHATS: Combining Human-Aligned Optimization and Test-Time Sampling for Text-to-Image GenerationCode2
Customization Assistant for Text-to-image GenerationCode2
Long and Short Guidance in Score identity Distillation for One-Step Text-to-Image GenerationCode2
GlyphDraw: Seamlessly Rendering Text with Intricate Spatial Structures in Text-to-Image GenerationCode2
CharaConsist: Fine-Grained Consistent Character GenerationCode2
Inversion-Based Style Transfer with Diffusion ModelsCode2
LightGen: Efficient Image Generation through Knowledge Distillation and Direct Preference OptimizationCode2
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion ModelsCode2
HumanRefiner: Benchmarking Abnormal Human Generation and Refining with Coarse-to-fine Pose-Reversible GuidanceCode2
LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language ModelsCode2
Show:102550
← PrevPage 4 of 22Next →

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
6SANA-1.5 4.8B (+ Inference Scaling)Overall0.8Unverified
7Janus-Pro-7BOverall0.8Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75Unverified
10Lumina-Image 2.0Overall0.73Unverified
#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