dushj98/waikato_aerial_2017_synthetic_v2

Waikato Aerial Imagery 2017 Synthetic Data v2

This is a synthetic dataset generated using a sample taken from the original classification dataset residing at https://datasets.cms.waikato.ac.nz/taiao/waikato_aerial_imagery_2017/. You can find additional dataset information using the provided URL. This version (v2) has been generated using slightly altered prompts compared to v1.

Generation Params

Inference Steps: 60
Images generated per prompt: 50 (1000 images per class since there are 20 prompts for each class)

CMMD (CLIP Maximum Mean Discrepancy) Values

Class-based CMMD values were calculated by randomly selecting 666 synthetic images and 666 real images from each class.

Class	Token	CMMD	FID
broadleaved_indigenous_hardwood	BIH	1.062154769897461	101.60183715820312
deciduous_hardwood	DHW	0.7746219635009766	66.07746887207031
grose_broom	GBM	0.9568929672241211	88.46630096435547
harvested_forest	HFT	1.0429620742797852	87.4263916015625
herbaceous_freshwater_vege	HFV	1.2412071228027344	67.63931274414062
high_producing_grassland	HPG	0.5719661712646484	75.90837097167969
indigenous_forest	IFT	0.8745193481445312	88.18434143066406
lake_pond	LPD	0.5774497985839844	91.250732421875
low_producing_grassland	LPG	0.8444786071777344	70.94075012207031
manuka_kanuka	MKA	0.5713701248168945	67.85867309570312
shortrotation_cropland	SRC	0.8538961410522461	88.70162963867188
urban_build_up	UBU	1.093149185180664	136.822021484375
urban_parkland	UPL	0.8251667022705078	104.53634643554688

Dataset-wide Distribution Similarity Scores.

Dataset	CMMD	FID
waikato_aerial_2017_synthetic_v1	0.4634857177734375	43.18879699707031

The LoRA adaptors used

A set of Dreambooth LoRA models were trained using a sample taken from the original dataset above. The sample dataset can be found at: https://huggingface.co/datasets/dushj98/waikato_aerial_2017_sd_ft.

https://huggingface.co/dushj98/bih_lora	https://huggingface.co/dushj98/bih_lora	https://huggingface.co/dushj98/dhw_lora
https://huggingface.co/dushj98/hft_lora	https://huggingface.co/dushj98/hfv_lora	https://huggingface.co/dushj98/hpg_lora
https://huggingface.co/dushj98/ift_lora	https://huggingface.co/dushj98/lpd_lora	https://huggingface.co/dushj98/lpg_lora
https://huggingface.co/dushj98/mka_lora	https://huggingface.co/dushj98/src_lora	https://huggingface.co/dushj98/ubu_lora
https://huggingface.co/dushj98/upl_lora