# Glass Segmentation on RGB-T dataset Images without glass 1.0 (test)

Source: [Glass Segmentation on RGB-T dataset Images without glass 1.0 (test)](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-images-without-glass-1-0-test>)

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

Data updated: 2026-02-26T05:49:00.293Z

Evaluation of Glass Segmentation performance on the test split of the RGB-T dataset Images without glass 1.0, reporting metrics such as MAE, IOU, and FPR.

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 | Glass Segmentation |
| Dataset (including any stated split) | RGB-T dataset Images without glass 1.0 (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower 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

- [MAE](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-images-without-glass-1-0-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [IoU](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-images-without-glass-1-0-test.md?metric=IoU>): Higher is better; unit: PERCENT.

- [FPR](<https://www.sota2.com/research/sota/glass-segmentation-on-rgb-t-dataset-images-without-glass-1-0-test.md?metric=FPR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| RGB-T Glass Segmentation Network | 0.003 | Not recorded | 68fa6ec61e209131cea41f9f |
| CMX | 0.004 | Not recorded | 68fa6ec61e209131cea41f9f |
| RGB-T Glass Segmentation Network | 0.016 | Not recorded | 68fa6ec61e209131cea41f9f |
| ShapeConv | 0.019 | Not recorded | 68fa6ec61e209131cea41f9f |
| HDFNet | 0.019 | Not recorded | 68fa6ec61e209131cea41f9f |
| CLNet | 0.021 | Not recorded | 68fa6ec61e209131cea41f9f |
| VST | 0.026 | Not recorded | 68fa6ec61e209131cea41f9f |
| UCNet | 0.028 | Not recorded | 68fa6ec61e209131cea41f9f |
| ESANet | 0.03 | Not recorded | 68fa6ec61e209131cea41f9f |
| EBS | 0.031 | Not recorded | 68fa6ec61e209131cea41f9f |
| SPNet | 0.035 | Not recorded | 68fa6ec61e209131cea41f9f |
| DCFNet | 0.036 | Not recorded | 68fa6ec61e209131cea41f9f |
| RD3D | 0.037 | Not recorded | 68fa6ec61e209131cea41f9f |
| DANet | 0.045 | Not recorded | 68fa6ec61e209131cea41f9f |
| Segformer | 0.063 | Not recorded | 68fa6ec61e209131cea41f9f |
| HAINet | 0.069 | Not recorded | 68fa6ec61e209131cea41f9f |
| UTA | 0.069 | Not recorded | 68fa6ec61e209131cea41f9f |
| MCNet | 0.118 | Not recorded | 68fa6ec61e209131cea41f9f |
| EBLNet | 0.129 | Not recorded | 68fa6ec61e209131cea41f9f |
| RGB-T Glass Segmentation Network | 0.136 | Not recorded | 68fa6ec61e209131cea41f9f |
| RTFNet | 0.188 | Not recorded | 68fa6ec61e209131cea41f9f |
| ATSA | 0.276 | Not recorded | 68fa6ec61e209131cea41f9f |
| DPANet | 0.291 | Not recorded | 68fa6ec61e209131cea41f9f |
| Segmenter | 0.303 | Not recorded | 68fa6ec61e209131cea41f9f |
| FRDT | 0.313 | Not recorded | 68fa6ec61e209131cea41f9f |
| SSF | 0.356 | Not recorded | 68fa6ec61e209131cea41f9f |
| Zhang et al. | 0.488 | Not recorded | 68fa6ec61e209131cea41f9f |
| CoNet | 0.533 | Not recorded | 68fa6ec61e209131cea41f9f |

### RGB-T Glass Segmentation Network

MAE: 0.003. Result ID: 6990400d3a6c314849ff393e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Implementation](<https://github.com/Dong-Huo/RGB-T-Glass-Segmentation>)

Recorded evaluation configuration: {"Variant":"RGB-T"}. This record does not assert independent reproduction.

### CMX

MAE: 0.004. Result ID: 6990400d3a6c314849ff3926.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42201e209131ce8fff76.md>)

Recorded evaluation configuration: {"#Params":"66.56M","Inference time":"0.035s"}. This record does not assert independent reproduction.

### RGB-T Glass Segmentation Network

MAE: 0.016. Result ID: 6990400d3a6c314849ff393d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Implementation](<https://github.com/Dong-Huo/RGB-T-Glass-Segmentation>)

Recorded evaluation configuration: {"Variant":"RGB-only"}. This record does not assert independent reproduction.

### ShapeConv

MAE: 0.019. Result ID: 6990400d3a6c314849ff3924.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea29539.md>)

[Implementation](<https://github.com/hanchaoleng/ShapeConv>)

Recorded evaluation configuration: {"#Params":"41.21M","Inference time":"0.534s"}. This record does not assert independent reproduction.

### HDFNet

MAE: 0.019. Result ID: 6990400d3a6c314849ff3932.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f61e209131cea196f9.md>)

[Implementation](<https://github.com/lartpang/HDFNet>)

Recorded evaluation configuration: {"#Params":"54.77M","Inference time":"0.019s"}. This record does not assert independent reproduction.

### CLNet

MAE: 0.021. Result ID: 6990400d3a6c314849ff3939.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b841e209131cea2ec43.md>)

[Implementation](<https://github.com/JingZhang617/cascaded_rgbd_sod>)

Recorded evaluation configuration: {"#Params":"246.13M","Inference time":"0.142s"}. This record does not assert independent reproduction.

### VST

MAE: 0.026. Result ID: 6990400d3a6c314849ff3938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29342.md>)

[Implementation](<https://github.com/nnizhang/VST>)

Recorded evaluation configuration: {"#Params":"83.83M","Inference time":"0.034s"}. This record does not assert independent reproduction.

### UCNet

MAE: 0.028. Result ID: 6990400d3a6c314849ff392e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d81.md>)

[Implementation](<https://github.com/JingZhang617/UCNet>)

Recorded evaluation configuration: {"#Params":"31.26M","Inference time":"0.026s"}. This record does not assert independent reproduction.

### ESANet

MAE: 0.03. Result ID: 6990400d3a6c314849ff3925.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23558.md>)

[Implementation](<https://github.com/TUI-NICR/ESANet>)

Recorded evaluation configuration: {"#Params":"46.88M","Inference time":"0.022s"}. This record does not assert independent reproduction.

### EBS

MAE: 0.031. Result ID: 6990400d3a6c314849ff3937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7bc.md>)

Recorded evaluation configuration: {"#Params":"118.96M","Inference time":"0.036s"}. This record does not assert independent reproduction.

### SPNet

MAE: 0.035. Result ID: 6990400d3a6c314849ff393a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b991e209131cea2f31f.md>)

[Implementation](<https://github.com/taozh2017/SPNet>)

Recorded evaluation configuration: {"#Params":"175.29M","Inference time":"0.058s"}. This record does not assert independent reproduction.

### DCFNet

MAE: 0.036. Result ID: 6990400d3a6c314849ff3935.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"108.49M","Inference time":"0.064s"}. This record does not assert independent reproduction.

### RD3D

MAE: 0.037. Result ID: 6990400d3a6c314849ff3934.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28c2b.md>)

[Implementation](<https://github.com/PPOLYpubki/RD3D>)

Recorded evaluation configuration: {"#Params":"46.90M","Inference time":"0.013s"}. This record does not assert independent reproduction.

### DANet

MAE: 0.045. Result ID: 6990400d3a6c314849ff3931.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f41e209131cea19621.md>)

[Implementation](<https://github.com/Xiaoqi-Zhao-DLUT/DANet-RGBD-Saliency>)

Recorded evaluation configuration: {"#Params":"26.68M","Inference time":"0.007s"}. This record does not assert independent reproduction.

### Segformer

MAE: 0.063. Result ID: 6990400d3a6c314849ff3927.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"#Params":"34.07M","Inference time":"0.017s"}. This record does not assert independent reproduction.

### HAINet

MAE: 0.069. Result ID: 6990400d3a6c314849ff392b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"59.82M","Inference time":"0.023s"}. This record does not assert independent reproduction.

### UTA

MAE: 0.069. Result ID: 6990400d3a6c314849ff3936.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab71e209131cea29ff9.md>)

Recorded evaluation configuration: {"#Params":"48.61M","Inference time":"0.023s"}. This record does not assert independent reproduction.

### MCNet

MAE: 0.118. Result ID: 6990400d3a6c314849ff3929.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"54.64M","Inference time":"0.266s"}. This record does not assert independent reproduction.

### EBLNet

MAE: 0.129. Result ID: 6990400d3a6c314849ff393b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e313.md>)

[Implementation](<https://github.com/hehao13/EBLNet>)

Recorded evaluation configuration: {"#Params":"48.36M","Inference time":"0.012s"}. This record does not assert independent reproduction.

### RGB-T Glass Segmentation Network

MAE: 0.136. Result ID: 6990400d3a6c314849ff393c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Implementation](<https://github.com/Dong-Huo/RGB-T-Glass-Segmentation>)

Recorded evaluation configuration: {"Variant":"Thermal-only"}. This record does not assert independent reproduction.

### RTFNet

MAE: 0.188. Result ID: 6990400d3a6c314849ff3923.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"185.23M","Inference time":"0.016s"}. This record does not assert independent reproduction.

### ATSA

MAE: 0.276. Result ID: 6990400d3a6c314849ff3930.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"32.16M","Inference time":"0.021s"}. This record does not assert independent reproduction.

### DPANet

MAE: 0.291. Result ID: 6990400d3a6c314849ff392a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aae1e209131cea29b8b.md>)

[Implementation](<https://github.com/JosephChenHub/DPANet>)

Recorded evaluation configuration: {"#Params":"92.40M","Inference time":"0.019s"}. This record does not assert independent reproduction.

### Segmenter

MAE: 0.303. Result ID: 6990400d3a6c314849ff3928.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa51e209131cea296d2.md>)

[Implementation](<https://github.com/rstrudel/segmenter>)

Recorded evaluation configuration: {"#Params":"103.15M","Inference time":"1.067s"}. This record does not assert independent reproduction.

### FRDT

MAE: 0.313. Result ID: 6990400d3a6c314849ff3933.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"72.81M","Inference time":"0.013s"}. This record does not assert independent reproduction.

### SSF

MAE: 0.356. Result ID: 6990400d3a6c314849ff392d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"32.93M","Inference time":"0.028s"}. This record does not assert independent reproduction.

### Zhang et al.

MAE: 0.488. Result ID: 6990400d3a6c314849ff392c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

Recorded evaluation configuration: {"#Params":"38.87M","Inference time":"0.053s"}. This record does not assert independent reproduction.

### CoNet

MAE: 0.533. Result ID: 6990400d3a6c314849ff392f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19d8b.md>)

[Implementation](<https://github.com/OIPLab-DUT/CoNet>)

Recorded evaluation configuration: {"#Params":"43.66M","Inference time":"0.021s"}. This record does not assert independent reproduction.

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