Datasets › ADE20K › Papers where code ran, page 1

ADE20K

Papers archive 2025-07-28

papers with a benchmark row: 198 · with a code link: 180 · where Syntology ran a sample: 98 (87 with a run with no instrument failure, 11 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (98 of 198 with a benchmark row: 87 with a run with no instrument failure, 11 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 98 of the 98 papers with a benchmark row here where Syntology ran at least one harvested sample (87 with a run with no instrument failure, 11 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,213. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Your ViT is Secretly an Image Segmentation Model 1 3 24 Mar 2025 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation 1 1 15 Nov 2024 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (9 pointer-only for licence)
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation 1 2 14 Oct 2024 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation 1 1 9 Aug 2024 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (9 pointer-only for licence)
Open-Vocabulary Semantic Segmentation with Image Embedding Balancing 1 2 14 Jun 2024 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
Separating the "Chirp" from the "Chat": Self-supervised Visual Grounding of Sound and Language 1 2 9 Jun 2024 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation 1 1 30 Mar 2024 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (9 pointer-only for licence)
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias 1 4 30 Mar 2024 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis 1 1 26 Feb 2024 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Harnessing Diffusion Models for Visual Perception with Meta Prompts 1 1 22 Dec 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 2 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Open-Vocabulary Segmentation with Semantic-Assisted Calibration 2 2 7 Dec 2023 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (10 pointer-only for licence)
TransNeXt: Robust Foveal Visual Perception for Vision Transformers 4 3 28 Nov 2023 official (archive's flag): 2 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation 1 2 27 Nov 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified
UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio, Video, Point Cloud, Time-Series and Image Recognition 3 6 27 Nov 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction 1 3 2 Oct 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
Learning Mask-aware CLIP Representations for Zero-Shot Segmentation 2 2 30 Sep 2023 official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention 1 3 4 Sep 2023 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP 1 3 4 Aug 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities 2 1 18 May 2023 official (archive's flag): 5 ran · 5 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
ImageBind: One Embedding Space To Bind Them All 3 2 9 May 2023 official (archive's flag): 18 ran · 24 ran (of which 14 constructed an object rather than computing a result; 21 with no instrument failure: 1 honoured, 1 violated, 19 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (32 pointer-only for licence)
DINOv2: Learning Robust Visual Features without Supervision 26 1 14 Apr 2023 community repositories only · 39 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 2 honoured, 0 violated, 33 with no contract checked; 4 where Syntology's instrument failed) · 7 unverified (12 pointer-only for licence)
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization 6 4 24 Mar 2023 community repositories only · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified; the one sample that ran constructed an object rather than computing a result (5 pointer-only for licence)
CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation 3 2 21 Mar 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
BiFormer: Vision Transformer with Bi-Level Routing Attention 3 2 15 Mar 2023 official (archive's flag): 4 ran · 6 ran (of which 5 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Side Adapter Network for Open-Vocabulary Semantic Segmentation 3 1 23 Feb 2023 official (archive's flag): 1 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
ConvNeXt V2: Co-designing and Scaling ConvNets with Masked Autoencoders 17 9 2 Jan 2023 official (archive's flag): 2 ran · 13 ran (of which 6 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (12 pointer-only for licence)
Reversible Column Networks 1 1 22 Dec 2022 official (archive's flag): 8 ran · 8 ran (of which 8 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; every one of the 8 samples that ran constructed an object rather than computing a result
Learning to Generate Text-grounded Mask for Open-world Semantic Segmentation from Only Image-Text Pairs 1 1 1 Dec 2022 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale 6 2 14 Nov 2022 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions 3 7 10 Nov 2022 official: harvested, nothing ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified
OneFormer: One Transformer to Rule Universal Image Segmentation 4 17 10 Nov 2022 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
MogaNet: Multi-order Gated Aggregation Network 7 5 7 Nov 2022 official (archive's flag): 12 ran · 12 ran (of which 7 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified
Towards Sustainable Self-supervised Learning 1 1 20 Oct 2022 official (archive's flag): 6 ran · 6 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 6 samples that ran constructed an object rather than computing a result (8 pointer-only for licence)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation 1 4 13 Oct 2022 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP 1 2 9 Oct 2022 official: harvested, nothing ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Exploring Target Representations for Masked Autoencoders 1 4 8 Sep 2022 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 1 2 21 Aug 2022 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
Open-Vocabulary Universal Image Segmentation with MaskCLIP 1 2 18 Aug 2022 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
HorNet: Efficient High-Order Spatial Interactions with Recursive Gated Convolutions 8 1 28 Jul 2022 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Global Context Vision Transformers 8 3 20 Jun 2022 official (archive's flag): 12 ran · 21 ran (of which 8 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (15 pointer-only for licence)
Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation 10 2 6 Jun 2022 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 8 where Syntology's instrument failed) · 2 unverified (13 pointer-only for licence)
EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction 6 1 29 May 2022 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
Contrastive Learning Rivals Masked Image Modeling in Fine-tuning via Feature Distillation 1 2 27 May 2022 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence)
Neighborhood Attention Transformer 5 4 14 Apr 2022 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
DaViT: Dual Attention Vision Transformers 4 4 7 Apr 2022 official (archive's flag): 8 ran · 8 ran (of which 5 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
Focal Modulation Networks 9 1 22 Mar 2022 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Visual Attention Network 21 6 20 Feb 2022 official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism 2 4 26 Jan 2022 official (archive's flag): 6 ran · 6 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 6 samples that ran constructed an object rather than computing a result
A ConvNet for the 2020s 54 6 10 Jan 2022 community repositories only · 57 ran (of which 39 constructed an object rather than computing a result; 49 with no instrument failure: 1 honoured, 0 violated, 48 with no contract checked; 8 where Syntology's instrument failed) · 23 unverified (12 pointer-only for licence)
Vision Transformer with Deformable Attention 2 3 3 Jan 2022 official (archive's flag): 2 ran · 8 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified
Augmenting Convolutional networks with attention-based aggregation 5 8 27 Dec 2021 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
ELSA: Enhanced Local Self-Attention for Vision Transformer 1 2 23 Dec 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Masked-attention Mask Transformer for Universal Image Segmentation 7 15 2 Dec 2021 community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
MetaFormer Is Actually What You Need for Vision 18 1 22 Nov 2021 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Swin Transformer V2: Scaling Up Capacity and Resolution 23 2 18 Nov 2021 community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 3 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 13 unverified (4 pointer-only for licence)
Masked Autoencoders Are Scalable Vision Learners 58 2 11 Nov 2021 official: no sample here; runs from other or unrecorded repositories · 86 ran (of which 40 constructed an object rather than computing a result; 69 with no instrument failure: 7 honoured, 0 violated, 62 with no contract checked; 17 where Syntology's instrument failed) · 51 unverified (78 pointer-only for licence)
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 1 2 11 Oct 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Is Attention Better Than Matrix Decomposition? 3 8 9 Sep 2021 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
FaPN: Feature-aligned Pyramid Network for Dense Image Prediction 3 2 16 Aug 2021 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention 4 2 31 Jul 2021 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Focal Self-attention for Local-Global Interactions in Vision Transformers 3 2 1 Jul 2021 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows 7 2 1 Jul 2021 official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified
K-Net: Towards Unified Image Segmentation 1 2 28 Jun 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
VOLO: Vision Outlooker for Visual Recognition 7 1 24 Jun 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning 1 6 22 Jun 2021 official (archive's flag): 6 ran · 6 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified; every one of the 6 samples that ran constructed an object rather than computing a result (12 pointer-only for licence)
XCiT: Cross-Covariance Image Transformers 12 6 17 Jun 2021 official (archive's flag): 2 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (11 pointer-only for licence)
BEiT: BERT Pre-Training of Image Transformers 14 2 15 Jun 2021 official (archive's flag): 1 ran · 6 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified
Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer 4 5 7 Jun 2021 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 28 4 31 May 2021 official: no sample here; runs from other or unrecorded repositories · 66 ran (of which 22 constructed an object rather than computing a result; 62 with no instrument failure: 0 honoured, 1 violated, 61 with no contract checked; 4 where Syntology's instrument failed) · 20 unverified (20 pointer-only for licence)
Segmenter: Transformer for Semantic Segmentation 8 6 12 May 2021 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Twins: Revisiting the Design of Spatial Attention in Vision Transformers 9 2 28 Apr 2021 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
All Tokens Matter: Token Labeling for Training Better Vision Transformers 7 1 22 Apr 2021 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 80 4 25 Mar 2021 official: harvested, nothing ran · 123 ran (of which 45 constructed an object rather than computing a result; 82 with no instrument failure: 5 honoured, 2 violated, 75 with no contract checked; 41 where Syntology's instrument failed) · 84 unverified (45 pointer-only for licence)
Vision Transformers for Dense Prediction 15 2 24 Mar 2021 65 ran (of which 19 constructed an object rather than computing a result; 32 with no instrument failure: 0 honoured, 0 violated, 32 with no contract checked; 33 where Syntology's instrument failed) · 51 unverified (15 pointer-only for licence)
Diverse Semantic Image Synthesis via Probability Distribution Modeling 1 1 11 Mar 2021 official (archive's flag): 3 ran · 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (5 pointer-only for licence)
Taming Transformers for High-Resolution Image Synthesis 13 1 17 Dec 2020 official (archive's flag): 2 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
You Only Need Adversarial Supervision for Semantic Image Synthesis 1 2 8 Dec 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (7 pointer-only for licence)
Disentangled Non-Local Neural Networks 5 2 11 Jun 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
ResNeSt: Split-Attention Networks 36 6 19 Apr 2020 official (archive's flag): 5 ran · 28 ran (of which 0 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 3 where Syntology's instrument failed) · 20 unverified (23 pointer-only for licence)
Cross-domain Correspondence Learning for Exemplar-based Image Translation 3 2 12 Apr 2020 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
MUXConv: Information Multiplexing in Convolutional Neural Networks 1 2 31 Mar 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Strip Pooling: Rethinking Spatial Pooling for Scene Parsing 2 1 30 Mar 2020 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation 11 6 24 Sep 2019 official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Semantic-Aware Scene Recognition 1 1 5 Sep 2019 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Asymmetric Non-local Neural Networks for Semantic Segmentation 5 2 21 Aug 2019 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Incremental Learning Techniques for Semantic Segmentation 2 1 31 Jul 2019 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Semi-supervised semantic segmentation needs strong, varied perturbations 5 2 5 Jun 2019 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
High-Resolution Representations for Labeling Pixels and Regions 39 2 9 Apr 2019 official: harvested, nothing ran · 14 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (11 pointer-only for licence)
Semantic Image Synthesis with Spatially-Adaptive Normalization 24 2 18 Mar 2019 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation 12 2 10 Jan 2019 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Unified Perceptual Parsing for Scene Understanding 25 2 26 Jul 2018 community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 0 violated, 17 with no contract checked; 7 where Syntology's instrument failed) · 3 unverified (10 pointer-only for licence)
Context Encoding for Semantic Segmentation 12 2 23 Mar 2018 community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (7 pointer-only for licence)
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs 21 2 30 Nov 2017 official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Pyramid Scene Parsing Network 67 5 4 Dec 2016 community repositories only · 21 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence)
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation 13 3 20 Nov 2016 community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Multi-Scale Context Aggregation by Dilated Convolutions 9 1 23 Nov 2015 official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation 74 1 2 Nov 2015 22 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (11 pointer-only for licence)
Fully Convolutional Networks for Semantic Segmentation 51 1 14 Nov 2014 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)