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 851900 of 1085 papers

TitleStatusHype
Text to Image Generation: Leaving no Language Behind0
Text-to-Image Generation Via Energy-Based CLIP0
Text-to-Image Generation via Implicit Visual Guidance and Hypernetwork0
Text-to-Image Generation with Attention Based Recurrent Neural Networks0
The Brittleness of AI-Generated Image Watermarking Techniques: Examining Their Robustness Against Visual Paraphrasing Attacks0
The CLIP Model is Secretly an Image-to-Prompt Converter0
The Crystal Ball Hypothesis in diffusion models: Anticipating object positions from initial noise0
The Cultivated Practices of Text-to-Image Generation0
The Fabrication of Reality and Fantasy: Scene Generation with LLM-Assisted Prompt Interpretation0
The Male CEO and the Female Assistant: Evaluation and Mitigation of Gender Biases in Text-To-Image Generation of Dual Subjects0
The Right Losses for the Right Gains: Improving the Semantic Consistency of Deep Text-to-Image Generation with Distribution-Sensitive Losses0
TNG-CLIP:Training-Time Negation Data Generation for Negation Awareness of CLIP0
Toffee: Efficient Million-Scale Dataset Construction for Subject-Driven Text-to-Image Generation0
Token-Shuffle: Towards High-Resolution Image Generation with Autoregressive Models0
Topological Perspectives on Optimal Multimodal Embedding Spaces0
Towards Better Text-to-Image Generation Alignment via Attention Modulation0
Towards Explainable Partial-AIGC Image Quality Assessment0
Towards Language-Free Training for Text-to-Image Generation0
Towards NSFW-Free Text-to-Image Generation via Safety-Constraint Direct Preference Optimization0
Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation0
Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing0
Toward Verifiable and Reproducible Human Evaluation for Text-to-Image Generation0
Traditional Classification Neural Networks are Good Generators: They are Competitive with DDPMs and GANs0
Training Data Protection with Compositional Diffusion Models0
Training-Free Sketch-Guided Diffusion with Latent Optimization0
Training-free Stylized Text-to-Image Generation with Fast Inference0
Training-free Subject-Enhanced Attention Guidance for Compositional Text-to-image Generation0
Transfer between Modalities with MetaQueries0
Transferring Visual Attributes from Natural Language to Verified Image Generation0
Translation-Enhanced Multilingual Text-to-Image Generation0
TR at SemEval-2020 Task 4: Exploring the Limits of Language-model-based Common Sense Validation0
TriLoRA: Integrating SVD for Advanced Style Personalization in Text-to-Image Generation0
Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection0
Turbo Learning for Captionbot and Drawingbot0
Tutorial on Diffusion Models for Imaging and Vision0
Twin Co-Adaptive Dialogue for Progressive Image Generation0
Type-R: Automatically Retouching Typos for Text-to-Image Generation0
Uncovering Regional Defaults from Photorealistic Forests in Text-to-Image Generation with DALL-E 20
Understanding Attention for Vision-and-Language Tasks0
UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation0
UniDiff: Advancing Vision-Language Models with Generative and Discriminative Learning0
Unified Multi-Modal Latent Diffusion for Joint Subject and Text Conditional Image Generation0
Unified Prompt Attack Against Text-to-Image Generation Models0
TIGeR: Unifying Text-to-Image Generation and Retrieval with Large Multimodal Models0
UniFL: Improve Latent Diffusion Model via Unified Feedback Learning0
UniGlyph: Unified Segmentation-Conditioned Diffusion for Precise Visual Text Synthesis0
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion0
Unlocking Aha Moments via Reinforcement Learning: Advancing Collaborative Visual Comprehension and Generation0
Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion0
Unsupervised Learning of Depth and Deep Representation for Visual Odometry from Monocular Videos in a Metric Space0
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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