dushj98/waikato_aerial_2017_synthetic_v1

Waikato Aerial Imagery 2017 Synthetic Data v1

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.

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	1.051783561706543	91.44232177734375
deciduous_hardwood	DHW	0.7610321044921875	64.52442932128906
grose_broom	GBM	0.91552734375	83.95217895507812
harvested_forest	HFT	1.025557518005371	77.39533996582031
herbaceous_freshwater_vege	HFV	1.2532472610473633	61.982391357421875
high_producing_grassland	HPG	0.5135536193847656	71.81193542480469
indigenous_forest	IFT	0.81634521484375	73.95028686523438
lake_pond	LPD	0.5619525909423828	91.775146484375
low_producing_grassland	LPG	0.8214712142944336	66.24221801757812
manuka_kanuka	MKA	0.5512237548828125	62.07014465332031
shortrotation_cropland	SRC	0.8683204650878906	86.49308776855469
urban_build_up	UBU	0.8959770202636719	119.82926940917969
urban_parkland	UPL	0.8248090744018555	96.6170654296875

Dataset-wide Distribution Similarity Scores.

Dataset	CMMD	FID
waikato_aerial_2017_synthetic_v1	0.4693269729614258	38.4224853515625

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