# Generative Modeling on Sequential ImageNet (Cats), CUB 200, LSUN (Churches & Towers)

Source: [Generative Modeling on Sequential ImageNet (Cats), CUB 200, LSUN (Churches & Towers)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:44:47.832Z

Evaluation of generative models using average FID scores across four distinct image datasets: Sequential ImageNet (Cats), CUB 200 (Birds), LSUN (Churches), and LSUN (Towers).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Generative Modeling |
| Dataset (including any stated split) | Sequential ImageNet (Cats), CUB 200 (Birds), LSUN (Churches), LSUN (Towers) |
| Metric | FID (Cats, Task 1) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [FID (Cats, Task 1)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Cats%2C%20Task%201)>): Lower is better; unit: SCALAR.

- [FID (Cats, Task 2)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Cats%2C%20Task%202)>): Lower is better; unit: SCALAR.

- [FID (Cats, Task 3)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Cats%2C%20Task%203)>): Lower is better; unit: SCALAR.

- [FID (Cats, Task 4)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Cats%2C%20Task%204)>): Lower is better; unit: SCALAR.

- [FID (Birds, Task 1)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Birds%2C%20Task%201)>): Lower is better; unit: SCALAR.

- [FID (Birds, Task 2)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Birds%2C%20Task%202)>): Lower is better; unit: SCALAR.

- [FID (Birds, Task 3)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Birds%2C%20Task%203)>): Lower is better; unit: SCALAR.

- [FID (Birds, Task 4)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Birds%2C%20Task%204)>): Lower is better; unit: SCALAR.

- [FID (Churches, Task 1)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Churches%2C%20Task%201)>): Lower is better; unit: SCALAR.

- [FID (Churches, Task 2)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Churches%2C%20Task%202)>): Lower is better; unit: SCALAR.

- [FID (Churches, Task 3)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Churches%2C%20Task%203)>): Lower is better; unit: SCALAR.

- [FID (Churches, Task 4)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Churches%2C%20Task%204)>): Lower is better; unit: SCALAR.

- [FID (Towers, Task 1)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Towers%2C%20Task%201)>): Lower is better; unit: SCALAR.

- [FID (Towers, Task 2)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Towers%2C%20Task%202)>): Lower is better; unit: SCALAR.

- [FID (Towers, Task 3)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Towers%2C%20Task%203)>): Lower is better; unit: SCALAR.

- [FID (Towers, Task 4)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=FID%20(Towers%2C%20Task%204)>): Lower is better; unit: SCALAR.

- [Average FID (Overall)](<https://www.sota2.com/research/sota/generative-modeling-on-sequential-imagenet-cats-cub-200-lsun-churches-and-towers.md?metric=Average%20FID%20(Overall)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID (Cats, Task 1) | Result date | Report paper |
| --- | --- | --- | --- |
| Finetune | 29 | Not recorded | 68fa69981e209131cea22ef0 |
| EWC | 29 | Not recorded | 68fa69981e209131cea22ef0 |
| MeRGAN-RA | 29 | Not recorded | 68fa69981e209131cea22ef0 |
| EFT | 29 | Not recorded | 68fa69981e209131cea22ef0 |

### Finetune

FID (Cats, Task 1): 29. Result ID: 698dbea08b517eb433237558.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22ef0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EWC

FID (Cats, Task 1): 29. Result ID: 698dbea08b517eb433237559.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22ef0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MeRGAN-RA

FID (Cats, Task 1): 29. Result ID: 698dbea08b517eb43323755a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22ef0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EFT

FID (Cats, Task 1): 29. Result ID: 698dbea08b517eb43323755b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22ef0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22ef0.md>)

[Implementation](<https://github.com/vkverma01/EFT>)

Recorded evaluation configuration: {"rank configuration":"a=32, b=16","parameter expansion":"+4.8%"}. This record does not assert independent reproduction.

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