Image-to-Image
Diffusers
pathology
microscopy
image-segmentation
instance-segmentation
lora
qwen-image-edit
Instructions to use Biogod/spatial-banana with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use Biogod/spatial-banana with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline from diffusers.utils import load_image # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("Qwen/Qwen-Image-Edit-2511", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("Biogod/spatial-banana") prompt = "Turn this cat into a dog" input_image = load_image("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png") image = pipe(image=input_image, prompt=prompt).images[0] - Inference
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
| { | |
| "batch_alignment_reduced_sources": [ | |
| "cellpose", | |
| "dsb_fixed", | |
| "s2_stardist" | |
| ], | |
| "large_source_allocations": { | |
| "2b_brightfield_dataset": 2, | |
| "2b_fluorescence_dataset": 2, | |
| "2c_e_coli": 2, | |
| "2d_1_SplineDist_dataset": 16, | |
| "2d_2_b_subtilis": 16, | |
| "2e_e_coli": 16, | |
| "3T3_ep_microscopy": 16, | |
| "A549_ep_microscopy": 16, | |
| "CHO_ep_microscopy": 16, | |
| "Gendarme_BriFi": 16, | |
| "HEK293_ep_microscopy": 13, | |
| "HeLa-S3_ep_microscopy": 16, | |
| "HeLa_ep_microscopy": 16, | |
| "PC3_ep_microscopy": 16, | |
| "RAW264_ep_microscopy": 16, | |
| "YeaZ": 16, | |
| "YeastNet": 16, | |
| "bact_fluor": 16, | |
| "bact_phase": 16, | |
| "cellpose": 15, | |
| "dsb_fixed": 15, | |
| "s2_stardist": 15, | |
| "tissuenet_wholecell": 16 | |
| }, | |
| "maximum_large_images_before_batch_alignment": 323, | |
| "planned_dev_images": 92, | |
| "planned_large_images": 368, | |
| "planned_sources": 23, | |
| "realized_batch_compatible_large_images": 320, | |
| "realized_dev_images": 82, | |
| "realized_dev_sources": 21, | |
| "source_availability": { | |
| "2b_brightfield_dataset": { | |
| "dev_selected": 0, | |
| "official_train_pairs": 2, | |
| "old_mm144_fov_excluded_candidates": 0, | |
| "old_mm144_samples": 2 | |
| }, | |
| "2b_fluorescence_dataset": { | |
| "dev_selected": 0, | |
| "official_train_pairs": 2, | |
| "old_mm144_fov_excluded_candidates": 0, | |
| "old_mm144_samples": 2 | |
| }, | |
| "2c_e_coli": { | |
| "dev_selected": 2, | |
| "official_train_pairs": 4, | |
| "old_mm144_fov_excluded_candidates": 2, | |
| "old_mm144_samples": 2 | |
| }, | |
| "2d_1_SplineDist_dataset": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 22, | |
| "old_mm144_fov_excluded_candidates": 20, | |
| "old_mm144_samples": 2 | |
| }, | |
| "2d_2_b_subtilis": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 70, | |
| "old_mm144_fov_excluded_candidates": 67, | |
| "old_mm144_samples": 3 | |
| }, | |
| "2e_e_coli": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 21, | |
| "old_mm144_fov_excluded_candidates": 19, | |
| "old_mm144_samples": 2 | |
| }, | |
| "3T3_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 32, | |
| "old_mm144_fov_excluded_candidates": 30, | |
| "old_mm144_samples": 2 | |
| }, | |
| "A549_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 60, | |
| "old_mm144_fov_excluded_candidates": 58, | |
| "old_mm144_samples": 2 | |
| }, | |
| "CHO_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 29, | |
| "old_mm144_fov_excluded_candidates": 27, | |
| "old_mm144_samples": 2 | |
| }, | |
| "Gendarme_BriFi": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 179, | |
| "old_mm144_fov_excluded_candidates": 163, | |
| "old_mm144_samples": 16 | |
| }, | |
| "HEK293_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 17, | |
| "old_mm144_fov_excluded_candidates": 15, | |
| "old_mm144_samples": 2 | |
| }, | |
| "HeLa-S3_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 103, | |
| "old_mm144_fov_excluded_candidates": 101, | |
| "old_mm144_samples": 2 | |
| }, | |
| "HeLa_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 32, | |
| "old_mm144_fov_excluded_candidates": 30, | |
| "old_mm144_samples": 2 | |
| }, | |
| "PC3_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 54, | |
| "old_mm144_fov_excluded_candidates": 52, | |
| "old_mm144_samples": 2 | |
| }, | |
| "RAW264_ep_microscopy": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 100, | |
| "old_mm144_fov_excluded_candidates": 98, | |
| "old_mm144_samples": 2 | |
| }, | |
| "YeaZ": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 303, | |
| "old_mm144_fov_excluded_candidates": 283, | |
| "old_mm144_samples": 16 | |
| }, | |
| "YeastNet": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 120, | |
| "old_mm144_fov_excluded_candidates": 104, | |
| "old_mm144_samples": 16 | |
| }, | |
| "bact_fluor": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 129, | |
| "old_mm144_fov_excluded_candidates": 121, | |
| "old_mm144_samples": 8 | |
| }, | |
| "bact_phase": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 224, | |
| "old_mm144_fov_excluded_candidates": 216, | |
| "old_mm144_samples": 8 | |
| }, | |
| "cellpose": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 486, | |
| "old_mm144_fov_excluded_candidates": 470, | |
| "old_mm144_samples": 16 | |
| }, | |
| "dsb_fixed": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 449, | |
| "old_mm144_fov_excluded_candidates": 433, | |
| "old_mm144_samples": 16 | |
| }, | |
| "s2_stardist": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 120, | |
| "old_mm144_fov_excluded_candidates": 117, | |
| "old_mm144_samples": 3 | |
| }, | |
| "tissuenet_wholecell": { | |
| "dev_selected": 4, | |
| "official_train_pairs": 2576, | |
| "old_mm144_fov_excluded_candidates": 2560, | |
| "old_mm144_samples": 16 | |
| } | |
| }, | |
| "test_labels_read": false, | |
| "unassessable_dev_sources": [ | |
| "2b_brightfield_dataset", | |
| "2b_fluorescence_dataset" | |
| ] | |
| } | |