Diffusers
ophthalmology
OCT
fundus
medical-imaging
diffusion
stable-diffusion-3
segmentation
instruction-tuning
Instructions to use MaybeRichard/OCTFlow with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use MaybeRichard/OCTFlow with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("MaybeRichard/OCTFlow", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Commit History
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OCTFlow v1 (2026-06-21): 13 weights (core+downstream) + S0-S7 report + experiment log; public release
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honest downgrade: counterfactual loses to Grad-CAM at localization (0.86 vs 0.93), moved to Extended Data
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add counterfactual interpretability figure (generative alternative to Grad-CAM)
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manuscript 16pp: Times figures + Extended Data section + fixed-width Supp Table 1
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manuscript 15pp: RETFound-style data-rich figures (per-task classification, label-eff, synth-scaling, seg baselines) + supp table
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manuscript: D negative ablation (v3c thin-layer fine-tune degrades)
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manuscript: A3-ext diversity-improvable + C cross-task boundary
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manuscript 12pp: multimodal FID + label-efficiency + significance + qual figures
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manuscript: figures + references + abstract funnel (10pp)
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manuscript: figures + references + abstract funnel (10pp)
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manuscript: figures + references + abstract funnel (10pp)
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manuscript tex (7pp)
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manuscript: add Discussion + Methods (7pp)
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OCTFlow 2026-06-10: base_v2+stageA_v3+v3b2 (stripped) + results bundle (report/figs/manuscript)
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add segmentation GT (v3a label maps) + split manifests
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OCTFlow Path-1 code + stripped weights (Stage A* + v3a + v1/v2)
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initial commit
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