# Calibration on ImageNet-Sketch (test)

Source: [Calibration on ImageNet-Sketch (test)](<https://www.sota2.com/research/sota/calibration-on-imagenet-sketch-test>)

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

Data updated: 2026-02-26T05:41:21.845Z

Evaluation of model calibration performance on the test split of the ImageNet-Sketch dataset, typically measured using ECE, ACE, MCE, and PIECE.

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 | Calibration |
| Dataset (including any stated split) | ImageNet-Sketch (test) |
| Metric | ECE |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [ECE](<https://www.sota2.com/research/sota/calibration-on-imagenet-sketch-test.md?metric=ECE>): Lower is better; unit: PERCENT.

- [ACE](<https://www.sota2.com/research/sota/calibration-on-imagenet-sketch-test.md?metric=ACE>): Lower is better; unit: PERCENT.

- [MCE](<https://www.sota2.com/research/sota/calibration-on-imagenet-sketch-test.md?metric=MCE>): Lower is better; unit: PERCENT.

- [PIECE](<https://www.sota2.com/research/sota/calibration-on-imagenet-sketch-test.md?metric=PIECE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ECE | Result date | Report paper |
| --- | --- | --- | --- |
| MIR | 0.28 | Not recorded | 68fa72941e209131cea573f5 |
| PTSK | 1.15 | Not recorded | 68fa72941e209131cea573f5 |
| MIR | 1.22 | Not recorded | 68fa72941e209131cea573f5 |
| PTS | 1.6 | Not recorded | 68fa72941e209131cea573f5 |
| PTS | 1.62 | Not recorded | 68fa72941e209131cea573f5 |
| Conf | 1.96 | Not recorded | 68fa72941e209131cea573f5 |
| ETS | 2.07 | Not recorded | 68fa72941e209131cea573f5 |
| TS | 2.38 | Not recorded | 68fa72941e209131cea573f5 |
| PTSK | 3.14 | Not recorded | 68fa72941e209131cea573f5 |
| ETS | 3.16 | Not recorded | 68fa72941e209131cea573f5 |
| Conf | 3.91 | Not recorded | 68fa72941e209131cea573f5 |
| TS | 7.6 | Not recorded | 68fa72941e209131cea573f5 |

### MIR

ECE: 0.28. Result ID: 699243553a6c3148490dbc5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"Base"}. This record does not assert independent reproduction.

### PTSK

ECE: 1.15. Result ID: 699243553a6c3148490dbc5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"PROCAL"}. This record does not assert independent reproduction.

### MIR

ECE: 1.22. Result ID: 699243553a6c3148490dbc5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"PROCAL"}. This record does not assert independent reproduction.

### PTS

ECE: 1.6. Result ID: 699243553a6c3148490dbc5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"PROCAL"}. This record does not assert independent reproduction.

### PTS

ECE: 1.62. Result ID: 699243553a6c3148490dbc59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"Base"}. This record does not assert independent reproduction.

### Conf

ECE: 1.96. Result ID: 699243553a6c3148490dbc54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"PROCAL"}. This record does not assert independent reproduction.

### ETS

ECE: 2.07. Result ID: 699243553a6c3148490dbc58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"PROCAL"}. This record does not assert independent reproduction.

### TS

ECE: 2.38. Result ID: 699243553a6c3148490dbc56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"PROCAL"}. This record does not assert independent reproduction.

### PTSK

ECE: 3.14. Result ID: 699243553a6c3148490dbc5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"Base"}. This record does not assert independent reproduction.

### ETS

ECE: 3.16. Result ID: 699243553a6c3148490dbc57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"Base"}. This record does not assert independent reproduction.

### Conf

ECE: 3.91. Result ID: 699243553a6c3148490dbc53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"Base"}. This record does not assert independent reproduction.

### TS

ECE: 7.6. Result ID: 699243553a6c3148490dbc55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea573f5.md>)

[Implementation](<https://github.com/MiaoXiong2320/ProximityBias-Calibration.git>)

Recorded evaluation configuration: {"Backbone":"ViT-Large (vit\_large\_patch14\_clip\_336)","Integration":"Base"}. This record does not assert independent reproduction.

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