Datasets › Trans10K

Trans10K

Introduced by Enze Xie et al. in Segmenting Transparent Objects in the Wild archive 2025-07-28

A large-scale dataset for transparent object segmentation, named Trans10K, consisting of 10,428 images of real scenarios with carefully manual annotations, which are 10 times larger than the existing datasets.

Source: Segmenting Transparent Objects in the Wild

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Semantic Segmentation	Trans10K	Trans4Trans (M) mIoU 75.14%	Trans4Trans: Efficient Transformer for Transparent...	jamycheung/Trans4Trans	15	Compare

Papers archive 2025-07-28

13 shown of 13 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 33. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World	1	3	7 Jul 2021	not harvested
Segmenting Transparent Object in the Wild with Transformer	2	1	21 Jan 2021	not harvested
Segmenting Transparent Objects in the Wild	1	1	31 Mar 2020	ran 3 of 9 samples (6 unverified)
Dual Attention Network for Scene Segmentation	12	1	9 Sep 2018	ran 0 of 7 samples (7 unverified; 5 pointer-only for licence)
OCNet: Object Context Network for Scene Parsing	8	1	4 Sep 2018	not harvested
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation	21	1	2 Aug 2018	ran 6 of 18 samples (12 unverified; 1 pointer-only for licence)
DenseASPP for Semantic Segmentation in Street Scenes	1	1	1 Jun 2018	not harvested
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation	78	1	7 Feb 2018	ran 43 of 72 samples (29 unverified; 40 pointer-only for licence)
ICNet for Real-Time Semantic Segmentation on High-Resolution Images	18	1	27 Apr 2017	not harvested
Pyramid Scene Parsing Network	67	1	4 Dec 2016	ran 7 of 29 samples (22 unverified; 5 pointer-only for licence)
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation	13	1	20 Nov 2016	ran 1 of 7 samples (6 unverified; 1 pointer-only for licence)
U-Net: Convolutional Networks for Biomedical Image Segmentation	487	1	18 May 2015	ran 510 of 757 samples (247 unverified; 426 pointer-only for licence)
Fully Convolutional Networks for Semantic Segmentation	51	1	14 Nov 2014	ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)

Dataset loaders archive 2025-07-28

xieenze/Segment_Transparent_Objectspytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Semantic Segmentation

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

Trans10K

1 variant name, as the archive lists them.

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