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 1–50 of 1085 papers

TitleStatusHype
Open-Sora: Democratizing Efficient Video Production for AllCode13
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and GenerationCode11
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model ScalingCode11
SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion TransformerCode9
DialogGen: Multi-modal Interactive Dialogue System for Multi-turn Text-to-Image GenerationCode7
PIXART-δ: Fast and Controllable Image Generation with Latent Consistency ModelsCode7
Learning Multi-dimensional Human Preference for Text-to-Image GenerationCode7
OmniGen: Unified Image GenerationCode7
Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiTCode7
PuLID: Pure and Lightning ID Customization via Contrastive AlignmentCode7
HiDream-I1: A High-Efficient Image Generative Foundation Model with Sparse Diffusion TransformerCode7
Flow-GRPO: Training Flow Matching Models via Online RLCode7
InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image GenerationCode7
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative PretrainingCode7
Goku: Flow Based Video Generative Foundation ModelsCode7
Large Multilingual Models Pivot Zero-Shot Multimodal Learning across LanguagesCode6
PhotoMaker: Customizing Realistic Human Photos via Stacked ID EmbeddingCode6
Versatile Diffusion: Text, Images and Variations All in One Diffusion ModelCode6
ELLA: Equip Diffusion Models with LLM for Enhanced Semantic AlignmentCode5
CogView3: Finer and Faster Text-to-Image Generation via Relay DiffusionCode5
Bridging Different Language Models and Generative Vision Models for Text-to-Image GenerationCode5
Less-to-More Generalization: Unlocking More Controllability by In-Context GenerationCode5
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic ModelsCode5
PixArt-Σ: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image GenerationCode5
Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMsCode5
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image GenerationCode5
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual InversionCode5
Show-o: One Single Transformer to Unify Multimodal Understanding and GenerationCode5
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and OpportunitiesCode5
Long-CLIP: Unlocking the Long-Text Capability of CLIPCode4
SemanticDraw: Towards Real-Time Interactive Content Creation from Image Diffusion ModelsCode4
Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by StepCode4
Lumina-Image 2.0: A Unified and Efficient Image Generative FrameworkCode4
StoryMaker: Towards Holistic Consistent Characters in Text-to-image GenerationCode4
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoTCode4
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent DiffusionCode4
Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step InferenceCode4
Taming Rectified Flow for Inversion and EditingCode4
Diffusion Models: A Comprehensive Survey of Methods and ApplicationsCode4
AltCLIP: Altering the Language Encoder in CLIP for Extended Language CapabilitiesCode4
ImgEdit: A Unified Image Editing Dataset and BenchmarkCode4
PixArt-α: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image SynthesisCode4
Region-Aware Text-to-Image Generation via Hard Binding and Soft RefinementCode4
Autoregressive Video Generation without Vector QuantizationCode4
SDXS: Real-Time One-Step Latent Diffusion Models with Image ConditionsCode4
OMG: Occlusion-friendly Personalized Multi-concept Generation in Diffusion ModelsCode4
GLIGEN: Open-Set Grounded Text-to-Image GenerationCode4
NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual SynthesisCode4
High-Resolution Image Synthesis with Latent Diffusion ModelsCode4
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal InteractionCode4
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID74.05—Unverified
2StackGAN + OPFID55.3—Unverified
3L-VerseFID45.8—Unverified
4L-Verse-CCFID37.2—Unverified
5AttnGAN (256 x 256)FID35.2—Unverified
6AttnGAN + OPFID33.35—Unverified
7DM-GANFID32.64—Unverified
8DM-GAN + VICTRFID32.37—Unverified
9Vanilla CM3FID29.5—Unverified
10AttnGAN + VICTRFID29.26—Unverified
#ModelMetricClaimedVerifiedStatus
1GAWWNFID67.22—Unverified
2StackGAN-v1FID51.89—Unverified
3AttnGAN+CLFID16.34—Unverified
4StackGAN-v2FID15.3—Unverified
5DM-GAN+CLFID14.38—Unverified
6VQ-Diffusion-SFID12.97—Unverified
7VQ-Diffusion-BFID11.94—Unverified
8LafiteFID10.48—Unverified
9VQ-Diffusion-FFID10.32—Unverified
10RAT-GANFID10.21—Unverified
#ModelMetricClaimedVerifiedStatus
1SD3.5-Medium+Flow-GRPOOverall0.95—Unverified
2UniWorld-V1 (Rewrite)Overall0.84—Unverified
3MindOmniOverall0.83—Unverified
4UniWorld-V1Overall0.8—Unverified
5MetaQuery-XL (Rewrite)Overall0.8—Unverified
6Janus-Pro-7BOverall0.8—Unverified
7SANA-1.5 4.8B (+ Inference Scaling)Overall0.8—Unverified
8Show-o [xie2024show] PARM It. DPO PARMOverall0.77—Unverified
9Show-o [xie2024show] Ft. ORM It. DPO Ft. ORMOverall0.75—Unverified
10Janus-Pro-1BOverall0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1DFGANFID137.6—Unverified
2DM-GANFID131.05—Unverified
3AttnGANFID125.98—Unverified
4ControlGANFID116.32—Unverified
5TediGAN-AFID106.37—Unverified
6TediGAN-BFID101.42—Unverified
7Unite and ConquerFID26.09—Unverified
8CorgiFID19.74—Unverified
9LafiteFID12.54—Unverified
10Swinv2-ImagenFID10.31—Unverified
#ModelMetricClaimedVerifiedStatus
1LCM (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)6.18—Unverified
2LCM (DPO)Aesthetics (Laion Aesthtetics Predictor)6.04—Unverified
3LCM (DDPO)Aesthetics (Laion Aesthtetics Predictor)6.01—Unverified
4LCMAesthetics (Laion Aesthtetics Predictor)5.8—Unverified
5Stable Diffusion 1.5 (Curriculum DPO)Aesthetics (Laion Aesthtetics Predictor)5.71—Unverified
6Stable Diffusion 1.5 (DDPO)Aesthetics (Laion Aesthtetics Predictor)5.67—Unverified
7Stable Diffusion 1.5 (DPO)Aesthetics (Laion Aesthtetics Predictor)5.62—Unverified
8Stable Diffusion 1.5Aesthetics (Laion Aesthtetics Predictor)5.43—Unverified
#ModelMetricClaimedVerifiedStatus
1StackGAN-v1FID55.28—Unverified
2StackGAN-v2FID48.68—Unverified
3RAT-GANFID16.04—Unverified
4VQ-Diffusion-SFID14.95—Unverified
5VQ-Diffusion-BFID14.88—Unverified
6VQ-Diffusion-FFID14.1—Unverified
7RAT-DiffusionFID9.52—Unverified
8StackGANInception score3.2—Unverified
#ModelMetricClaimedVerifiedStatus
1VQ-GANFID28.86—Unverified
2Image-BARTFID22.61—Unverified
3LDM-4FID17.01—Unverified
4RQ-TransformerFID12.33—Unverified
5Contextual RQ-TransformerFID9.8—Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID7.23—Unverified
2CM3Leon-7BFID4.88—Unverified
3Parti FinetunedFID3.22—Unverified
#ModelMetricClaimedVerifiedStatus
1TamingBlock-FID38.89—Unverified
2MaskGITBlock-FID24.33—Unverified
3NUWA-InfinityBlock-FID9.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Lumina-Image 2.0Overall87.2—Unverified
2MetaQuery-XLOverall82.05—Unverified
#ModelMetricClaimedVerifiedStatus
1PartiFID15.97—Unverified
2Parti FinetunedFID8.39—Unverified
#ModelMetricClaimedVerifiedStatus
1AttnGANInception score25.89—Unverified
2Muse-3B (zero-shot)FID7.88—Unverified
#ModelMetricClaimedVerifiedStatus
1Emu3Color0.79—Unverified
2PixArt-aColor0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTMS on color generationValidation Accuracy85—Unverified
#ModelMetricClaimedVerifiedStatus
1SSC+SKDLPIPS0.7—Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score58.83—Unverified
#ModelMetricClaimedVerifiedStatus
1GeNeVA-GANF1-score88.39—Unverified