# Snitch Localization on CATER-h (test)

Source: [Snitch Localization on CATER-h (test)](<https://www.sota2.com/research/sota/snitch-localization-on-cater-h-test>)

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

Data updated: 2026-02-26T06:06:56.585Z

Evaluation of Snitch Localization performance on the test split of the CATER-h 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 | Snitch Localization |
| Dataset (including any stated split) | CATER-h (test) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/snitch-localization-on-cater-h-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/snitch-localization-on-cater-h-test.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [L1 Loss](<https://www.sota2.com/research/sota/snitch-localization-on-cater-h-test.md?metric=L1%20Loss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Hopper-multihop | 68.4 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-multihop | 68.4 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-multihop | 68.4 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-sinet | 62.8 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-sinet | 62.8 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-sinet | 62.8 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-transformer | 57.6 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-transformer | 57.6 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-transformer | 57.6 | Not recorded | 68fa698e1e209131cea22929 |
| TPN-101 | 50.2 | Not recorded | 68fa698e1e209131cea22929 |
| TPN-101 | 50.2 | Not recorded | 68fa698e1e209131cea22929 |
| TSM-50 | 44 | Not recorded | 68fa698e1e209131cea22929 |
| TSM-50 | 44 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-transformer (last frame) | 41.8 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-transformer (last frame) | 41.8 | Not recorded | 68fa698e1e209131cea22929 |
| Hopper-transformer (last frame) | 41.8 | Not recorded | 68fa698e1e209131cea22929 |
| Hungarian (Tracking) | 37.2 | Not recorded | 68fa698e1e209131cea22929 |
| Hungarian (Tracking - ours) | 37.2 | Not recorded | 68fa698e1e209131cea22929 |
| SINet | 18.6 | Not recorded | 68fa698e1e209131cea22929 |
| SINet | 18.6 | Not recorded | 68fa698e1e209131cea22929 |
| SINet | 18.6 | Not recorded | 68fa698e1e209131cea22929 |
| DaSiamRPN (Tracking) | 17.1 | Not recorded | 68fa698e1e209131cea22929 |
| DaSiamRPN (Tracking) | 17.1 | Not recorded | 68fa698e1e209131cea22929 |
| Transformer | 11.6 | Not recorded | 68fa698e1e209131cea22929 |
| Transformer | 11.6 | Not recorded | 68fa698e1e209131cea22929 |
| Transformer | 11.6 | Not recorded | 68fa698e1e209131cea22929 |
| Random | 2.4 | Not recorded | 68fa698e1e209131cea22929 |
| Random | 2.4 | Not recorded | 68fa698e1e209131cea22929 |

### Hopper-multihop

Top-1 Accuracy: 68.4. Result ID: 698db4e48b517eb433233a40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"# Parameters (M)":"6.39","GFLOPs":"1.79"}. This record does not assert independent reproduction.

### Hopper-multihop

Top-1 Accuracy: 68.4. Result ID: 698db4e48b517eb433233a4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-multihop

Top-1 Accuracy: 68.4. Result ID: 698db4e48b517eb433233a69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-sinet

Top-1 Accuracy: 62.8. Result ID: 698db4e48b517eb433233a3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"# Parameters (M)":"139.22","GFLOPs":"8.05"}. This record does not assert independent reproduction.

### Hopper-sinet

Top-1 Accuracy: 62.8. Result ID: 698db4e48b517eb433233a4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-sinet

Top-1 Accuracy: 62.8. Result ID: 698db4e48b517eb433233a68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-transformer

Top-1 Accuracy: 57.6. Result ID: 698db4e48b517eb433233a3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"# Parameters (M)":"15.01","GFLOPs":"1.10"}. This record does not assert independent reproduction.

### Hopper-transformer

Top-1 Accuracy: 57.6. Result ID: 698db4e48b517eb433233a49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-transformer

Top-1 Accuracy: 57.6. Result ID: 698db4e48b517eb433233a67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### TPN-101

Top-1 Accuracy: 50.2. Result ID: 698db4e48b517eb433233a44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea182a3.md>)

[Implementation](<https://github.com/open-mmlab/mmaction>)

Recorded evaluation configuration: {"FPS":2.5,"# Frames":32}. This record does not assert independent reproduction.

### TPN-101

Top-1 Accuracy: 50.2. Result ID: 698db4e48b517eb433233a62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea182a3.md>)

[Implementation](<https://github.com/open-mmlab/mmaction>)

Recorded evaluation configuration: {"FPS":2.5,"# Frames":32}. This record does not assert independent reproduction.

### TSM-50

Top-1 Accuracy: 44. Result ID: 698db4e48b517eb433233a45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66381e209131cea0ee93.md>)

[Implementation](<https://github.com/mit-han-lab/temporal-shift-module>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### TSM-50

Top-1 Accuracy: 44. Result ID: 698db4e48b517eb433233a63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66381e209131cea0ee93.md>)

[Implementation](<https://github.com/mit-han-lab/temporal-shift-module>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-transformer (last frame)

Top-1 Accuracy: 41.8. Result ID: 698db4e48b517eb433233a3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"# Parameters (M)":"15.01","GFLOPs":"0.09"}. This record does not assert independent reproduction.

### Hopper-transformer (last frame)

Top-1 Accuracy: 41.8. Result ID: 698db4e48b517eb433233a48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hopper-transformer (last frame)

Top-1 Accuracy: 41.8. Result ID: 698db4e48b517eb433233a66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Hungarian (Tracking)

Top-1 Accuracy: 37.2. Result ID: 698db4e48b517eb433233a43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":null,"# Frames":null}. This record does not assert independent reproduction.

### Hungarian (Tracking - ours)

Top-1 Accuracy: 37.2. Result ID: 698db4e48b517eb433233a61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Implementation](<https://github.com/necla-ml/cater-h>)

Recorded evaluation configuration: {"FPS":null,"# Frames":null}. This record does not assert independent reproduction.

### SINet

Top-1 Accuracy: 18.6. Result ID: 698db4e48b517eb433233a3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e3c.md>)

Recorded evaluation configuration: {"# Parameters (M)":"138.69","GFLOPs":"7.98"}. This record does not assert independent reproduction.

### SINet

Top-1 Accuracy: 18.6. Result ID: 698db4e48b517eb433233a46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e3c.md>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### SINet

Top-1 Accuracy: 18.6. Result ID: 698db4e48b517eb433233a64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e3c.md>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### DaSiamRPN (Tracking)

Top-1 Accuracy: 17.1. Result ID: 698db4e48b517eb433233a42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b71e209131cea06000.md>)

[Implementation](<https://github.com/foolwood/DaSiamRPN>)

Recorded evaluation configuration: {"FPS":null,"# Frames":null}. This record does not assert independent reproduction.

### DaSiamRPN (Tracking)

Top-1 Accuracy: 17.1. Result ID: 698db4e48b517eb433233a60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b71e209131cea06000.md>)

[Implementation](<https://github.com/foolwood/DaSiamRPN>)

Recorded evaluation configuration: {"FPS":null,"# Frames":null}. This record does not assert independent reproduction.

### Transformer

Top-1 Accuracy: 11.6. Result ID: 698db4e48b517eb433233a3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"# Parameters (M)":"15.01","GFLOPs":"0.11"}. This record does not assert independent reproduction.

### Transformer

Top-1 Accuracy: 11.6. Result ID: 698db4e48b517eb433233a47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Transformer

Top-1 Accuracy: 11.6. Result ID: 698db4e48b517eb433233a65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"FPS":1,"# Frames":13}. This record does not assert independent reproduction.

### Random

Top-1 Accuracy: 2.4. Result ID: 698db4e48b517eb433233a41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

Recorded evaluation configuration: {"FPS":null,"# Frames":null}. This record does not assert independent reproduction.

### Random

Top-1 Accuracy: 2.4. Result ID: 698db4e48b517eb433233a5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22929.md>)

Recorded evaluation configuration: {"FPS":null,"# Frames":null}. This record does not assert independent reproduction.

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