vision
DUC (Dense Upsampling Convolution)
Semantic segmentation with dense upsampling and hybrid dilated convolution; in the ONNX Model Zoo.
Levelmodel
Classvision
Parametersnot in the notes
Contextnot in the notes
Released27 Feb 2017
Opennessunknown
Runs onnot in the notes
Statusactive
Identity
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.
Architecture and Size
- Architecture
- CNN
- Total parameters
- – sources
- Active parameters
- –
- Checkpoint parameters
- –
- Context length
- not in the notes
- Input
- image
- Output
- image
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).
Openness and Access
- Openness
- unknown
- Licence
- not in the notes sources
- Access routes
- open weights download
Where this comes from
The licence file governs over registry tags and aggregator labels.
Deployment
- Runs on
- not in the notes
- Footprint
- not in the notes
- Runtimes
- not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.
Indonesia
- Indonesian support
- not stated
- Regional languages
- not in the notes
- Jakarta hosting
- unknown
- Languages
- not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.
Benchmark Results
The notes record no benchmark result for this model.
Lineage
The notes record no lineage for this model.
Industry Use Cases
No industry use case links this model.
Links
DeveloperTuSimplecompany
TuSimplecompanyModelDUC (Dense Upsampling Convolution)TuSimple, vision
DUC (Dense Upsampling Convolution)TuSimple, visionUse CasesMedical Image SegmentationHealthcareRobotic Waste and Recycling SortingIndustrialUse cases of models in the same R&D topic; none is recorded for this model itself.
Who Runs Itnone recordedDeployments of these use cases; none names this model.
Organisations 1
Sources
- arxiv.org/abs/1702.08502 https://arxiv.org/abs/1702.08502
- github.com/onnx/models/tree/main/validated/vision/object... https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation/duc
- arxiv.org/html/1702.08502 https://arxiv.org/html/1702.08502
To cite this page: Project AURION, AI Use-Cases Research & Innovation, "DUC (Dense Upsampling Convolution)", https://aurion.semai.id/models/duc/, records of October 2026.