# Representation Alignment on ImageNet-1k

Source: [Representation Alignment on ImageNet-1k](<https://www.sota2.com/research/sota/representation-alignment-on-imagenet-1k>)

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

Data updated: 2026-03-04T17:15:11.177Z

Evaluation of the quality of learned image representations using intrinsic metrics (MSE, R^2, DSC, NOS@10) on the ImageNet-1k dataset.

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 | Representation Alignment |
| Dataset (including any stated split) | ImageNet-1k |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

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

- [R^2](<https://www.sota2.com/research/sota/representation-alignment-on-imagenet-1k.md?metric=R%5E2>): Higher is better; unit: SCALAR.

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

- [NOS@10](<https://www.sota2.com/research/sota/representation-alignment-on-imagenet-1k.md?metric=NOS%4010>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| Social-JEPA (I-JEPA) | 0.091 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| DINOv2 | 0.512 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| DINO | 0.662 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| iBOT | 0.662 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| SwAV | 0.745 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| Barlow Twins | 1.256 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| MAE | 10.023 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| SimCLR | 13.474 | Not recorded | 69a7bc6b2d603e6de3e3d322 |
| MoCo v3 | 54.343 | Not recorded | 69a7bc6b2d603e6de3e3d322 |

### Social-JEPA (I-JEPA)

MSE: 0.091. Result ID: 69a8688f6dbb7075b9503001.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### DINOv2

MSE: 0.512. Result ID: 69a8688f6dbb7075b9503009.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### DINO

MSE: 0.662. Result ID: 69a8688f6dbb7075b9503002.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### iBOT

MSE: 0.662. Result ID: 69a8688f6dbb7075b9503004.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb51e209131cea2fbe0.md>)

[Implementation](<https://github.com/bytedance/ibot>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### SwAV

MSE: 0.745. Result ID: 69a8688f6dbb7075b9503007.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### Barlow Twins

MSE: 1.256. Result ID: 69a8688f6dbb7075b9503008.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f141e209131ce9e75ab.md>)

[Implementation](<https://github.com/facebookresearch/barlowtwins>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### MAE

MSE: 10.023. Result ID: 69a8688f6dbb7075b9503005.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### SimCLR

MSE: 13.474. Result ID: 69a8688f6dbb7075b9503006.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

### MoCo v3

MSE: 54.343. Result ID: 69a8688f6dbb7075b9503003.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"alignment protocol":"Table 2 protocol"}. This record does not assert independent reproduction.

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