https://github.com/aiiu-lab/DemonSampling
공식 코드Training-free Diffusion Model Alignment with Sampling Demons
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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.
관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.
Training-free Diffusion Model Alignment with Sampling Demons
VL-GPT: A Generative Pre-trained Transformer for Vision and Language Understanding and Generation
Merging and Splitting Diffusion Paths for Semantically Coherent Panoramas
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models
Elucidating The Design Space of Classifier-Guided Diffusion Generation
DyDiT++: Dynamic Diffusion Transformers for Efficient Visual Generation
StyleTokenizer: Defining Image Style by a Single Instance for Controlling Diffusion Models
Lumina-Image 2.0: A Unified and Efficient Image Generative Framework
Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT
Reproducibility Study of "ITI-GEN: Inclusive Text-to-Image Generation"
Subject-driven Text-to-Image Generation via Preference-based Reinforcement Learning
Minority-Focused Text-to-Image Generation via Prompt Optimization
GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing
StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis
AI2Agent: An End-to-End Framework for Deploying AI Projects as Autonomous Agents
Progressive Text-to-Image Diffusion with Soft Latent Direction
Semi-supervised Multimodal Representation Learning through a Global Workspace
Exploring Sparsity for Parameter Efficient Fine Tuning Using Wavelets
Practical and Asymptotically Exact Conditional Sampling in Diffusion Models
Divide & Bind Your Attention for Improved Generative Semantic Nursing
Medical diffusion on a budget: Textual Inversion for medical image generation
One-Prompt-One-Story: Free-Lunch Consistent Text-to-Image Generation Using a Single Prompt
출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.