# Counterfactual Generation on ImageNet-1k

Source: [Counterfactual Generation on ImageNet-1k](<https://www.sota2.com/research/sota/counterfactual-generation-on-imagenet-1k>)

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

Data updated: 2026-03-05T08:29:45.567Z

Evaluation of models performing counterfactual generation tasks using the ImageNet-1k dataset, measured using metrics such as CLIPScore, LPIPS, and Logittgt.

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 | Counterfactual Generation |
| Dataset (including any stated split) | ImageNet-1k |
| Metric | LogitTgt |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [LogitTgt](<https://www.sota2.com/research/sota/counterfactual-generation-on-imagenet-1k.md?metric=LogitTgt>): Higher is better; unit: SCALAR.

- [CLIPScore](<https://www.sota2.com/research/sota/counterfactual-generation-on-imagenet-1k.md?metric=CLIPScore>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/counterfactual-generation-on-imagenet-1k.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [CLIP-ISrc](<https://www.sota2.com/research/sota/counterfactual-generation-on-imagenet-1k.md?metric=CLIP-ISrc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LogitTgt | Result date | Report paper |
| --- | --- | --- | --- |
| Gradient Ascent | 24.875 | Not recorded | 68fa7bc81e209131cea8a752 |
| Trajectory Optimization Control | 23.372 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+DPS | 20.378 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+TFG | 18.854 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+FreeDoM | 17.891 | Not recorded | 68fa7bc81e209131cea8a752 |
| None | 4.8722 | Not recorded | 68fa7bc81e209131cea8a752 |

### Gradient Ascent

LogitTgt: 24.875. Result ID: 69a93ee76dbb7075b952a82e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

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

### Trajectory Optimization Control

LogitTgt: 23.372. Result ID: 69a93ee76dbb7075b952a832.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

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

### Inversion+DPS

LogitTgt: 20.378. Result ID: 69a93ee76dbb7075b952a82f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

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

### Inversion+TFG

LogitTgt: 18.854. Result ID: 69a93ee76dbb7075b952a831.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bc1e209131cea699d8.md>)

[Implementation](<https://www.sota2.com/Code%20will%20be%20available%20soon.>)

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

### Inversion+FreeDoM

LogitTgt: 17.891. Result ID: 69a93ee76dbb7075b952a830.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea42035.md>)

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

### None

LogitTgt: 4.8722. Result ID: 69a93ee76dbb7075b952a82d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

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

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