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Cityscapes

Papers archive 2025-07-28

papers with a benchmark row: 298 · with a code link: 267 · where Syntology ran a sample: 127 (118 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (127 of 298 with a benchmark row: 118 with a run with no instrument failure, 9 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 2: papers 1 to 100 of the 127 papers with a benchmark row here where Syntology ran at least one harvested sample (118 with a run with no instrument failure, 9 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 3,702. 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
Scene-Centric Unsupervised Panoptic Segmentation 1 4 2 Apr 2025 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) · 5 unverified
Your ViT is Secretly an Image Segmentation Model 1 1 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 4 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)
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 1 8 31 May 2024 official (archive's flag): 9 ran · 9 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; 3 where Syntology's instrument failed) · 2 unverified (6 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)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation 1 2 3 Mar 2024 official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence)
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data 7 2 19 Jan 2024 official (archive's flag): 1 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) · 2 unverified
Unsupervised Universal Image Segmentation 2 1 28 Dec 2023 official (archive's flag): 6 ran · 13 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; 7 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Manydepth2: Motion-Aware Self-Supervised Multi-Frame Monocular Depth Estimation in Dynamic Scenes 1 1 23 Dec 2023 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) · 3 unverified
Harnessing Diffusion Models for Visual Perception with Meta Prompts 1 2 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)
Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion 1 1 23 Aug 2023 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
Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP 1 1 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)
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift 1 1 19 Jun 2023 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified
Leveraging Hidden Positives for Unsupervised Semantic Segmentation 1 1 27 Mar 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) · 2 unverified
A Dynamic Multi-Scale Voxel Flow Network for Video Prediction 1 1 17 Mar 2023 official (archive's flag): 3 ran · 3 ran (of which 2 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) · 1 unverified
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
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions 3 3 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 12 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
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation 1 2 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)
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 1 5 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)
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation 2 1 17 Jun 2022 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
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers 6 6 4 Jun 2022 official (archive's flag): 1 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 10 unverified (2 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
Semi-supervised Semantic Segmentation with Error Localization Network 1 3 5 Apr 2022 official (archive's flag): 1 ran · 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) · 6 unverified; the one sample that ran constructed an object rather than computing a result
Improving Generalization in Federated Learning by Seeking Flat Minima 1 9 22 Mar 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
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation 1 1 21 Mar 2022 official (archive's flag): 1 ran · 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result (2 pointer-only for licence)
Unsupervised Semantic Segmentation by Distilling Feature Correspondences 3 1 16 Mar 2022 official (archive's flag): 3 ran · 11 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 1 2 9 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
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 1 4 8 Mar 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
Multi-Task Learning as a Bargaining Game 4 1 2 Feb 2022 official: harvested, nothing ran · 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) · 2 unverified; the one sample that ran constructed an object rather than computing a result (2 pointer-only for licence)
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? 1 2 13 Jan 2022 official (archive's flag): 13 ran · 13 ran (of which 0 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
RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality 4 1 21 Dec 2021 official (archive's flag): 2 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) · 1 unverified (3 pointer-only for licence)
Masked-attention Mask Transformer for Universal Image Segmentation 7 8 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
Projected GANs Converge Faster 3 1 1 Nov 2021 official (archive's flag): 12 ran · 38 ran (of which 14 constructed an object rather than computing a result; 20 with no instrument failure: 3 honoured, 0 violated, 17 with no contract checked; 18 where Syntology's instrument failed) · 11 unverified (6 pointer-only for licence)
Regularized Frank-Wolfe for Dense CRFs: Generalizing Mean Field and Beyond 1 1 27 Oct 2021 official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 1 unverified
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 1 5 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
SLAMP: Stochastic Latent Appearance and Motion Prediction 1 1 5 Aug 2021 official (archive's flag): 2 ran · 2 ran (of which 2 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; every one of the 2 samples that ran constructed an object rather than computing a result
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
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision 3 4 2 Jun 2021 official (archive's flag): 5 ran · 27 ran (of which 8 constructed an object rather than computing a result; 23 with no instrument failure: 1 honoured, 2 violated, 20 with no contract checked; 4 where Syntology's instrument failed) · 12 unverified (34 pointer-only for licence)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 28 3 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)
Rethinking BiSeNet For Real-time Semantic Segmentation 6 6 27 Apr 2021 official (archive's flag): 2 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (1 pointer-only for licence)
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank 1 4 27 Apr 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: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Bootstrapping Semantic Segmentation with Regional Contrast 2 7 9 Apr 2021 official (archive's flag): 2 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) · 3 unverified (2 pointer-only for licence)
InverseForm: A Loss Function for Structured Boundary-Aware Segmentation 1 1 6 Apr 2021 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 (3 pointer-only for licence)
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering 2 1 30 Mar 2021 official (archive's flag): 1 ran · 2 ran (of which 2 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; every one of the 2 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
Track to Detect and Segment: An Online Multi-Object Tracker 1 1 16 Mar 2021 official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 0 unverified
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)
Generative Adversarial Transformers 2 5 1 Mar 2021 community repositories only · 5 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; 2 where Syntology's instrument failed) · 1 unverified
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection Consistency 1 1 4 Feb 2021 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (8 pointer-only for licence)
RepVGG: Making VGG-style ConvNets Great Again 25 1 11 Jan 2021 official (archive's flag): 2 ran · 13 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
You Only Need Adversarial Supervision for Semantic Image Synthesis 1 1 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)
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning 2 6 15 Jul 2020 official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 3 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (4 pointer-only for licence)
Multiscale Deep Equilibrium Models 4 2 15 Jun 2020 official (archive's flag): 3 ran · 10 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
Disentangled Non-Local Neural Networks 5 1 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
Hierarchical Multi-Scale Attention for Semantic Segmentation 8 1 21 May 2020 official (archive's flag): 5 ran · 8 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; 1 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
ResNeSt: Split-Attention Networks 36 2 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)
DMT: Dynamic Mutual Training for Semi-Supervised Learning 1 2 18 Apr 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: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation 7 4 5 Apr 2020 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 3 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (5 pointer-only for licence)
Temporally Distributed Networks for Fast Video Semantic Segmentation 1 2 3 Apr 2020 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 (2 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)
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation 5 2 17 Mar 2020 official: no sample here; runs from other or unrecorded repositories · 8 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; 3 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Semantic Flow for Fast and Accurate Scene Parsing 6 1 24 Feb 2020 official (archive's flag): 2 ran · 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) · 5 unverified (1 pointer-only for licence)
Stochastic Latent Residual Video Prediction 1 1 21 Feb 2020 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
FasterSeg: Searching for Faster Real-time Semantic Segmentation 2 3 23 Dec 2019 official (archive's flag): 8 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
PointRend: Image Segmentation as Rendering 14 2 17 Dec 2019 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty 15 1 5 Dec 2019 official (archive's flag): 12 ran · 46 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 4 honoured, 2 violated, 3 with no contract checked; 37 where Syntology's instrument failed) · 5 unverified (25 pointer-only for licence)
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation 9 6 22 Nov 2019 official: harvested, nothing 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) · 4 unverified (1 pointer-only for licence)
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation 11 7 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)
Global Aggregation then Local Distribution in Fully Convolutional Networks 2 1 16 Sep 2019 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Boundary-Aware Feature Propagation for Scene Segmentation 1 1 31 Aug 2019 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, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Asymmetric Non-local Neural Networks for Semantic Segmentation 5 1 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
Deep High-Resolution Representation Learning for Visual Recognition 42 3 20 Aug 2019 21 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 1 violated, 18 with no contract checked; 2 where Syntology's instrument failed) · 13 unverified (21 pointer-only for licence)
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency 1 4 15 Aug 2019 official (archive's flag): 1 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
SqueezeNAS: Fast neural architecture search for faster semantic segmentation 1 5 5 Aug 2019 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) · 0 unverified
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming 4 3 17 Jul 2019 official (archive's flag): 5 ran · 5 ran (of which 0 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) · 0 unverified
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth 4 2 26 Jun 2019 community repositories only · 2 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; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Learning Data Augmentation Strategies for Object Detection 6 1 26 Jun 2019 community repositories only · 3 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; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
DiCENet: Dimension-wise Convolutions for Efficient Networks 2 1 8 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) · 0 unverified
Semi-supervised semantic segmentation needs strong, varied perturbations 5 3 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
Searching for MobileNetV3 67 1 6 May 2019 86 ran (of which 22 constructed an object rather than computing a result; 75 with no instrument failure: 6 honoured, 2 violated, 67 with no contract checked; 11 where Syntology's instrument failed) · 19 unverified (46 pointer-only for licence)
High-Resolution Representations for Labeling Pixels and Regions 39 1 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)
DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation 2 1 3 Apr 2019 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)
Semantic Image Synthesis with Spatially-Adaptive Normalization 24 1 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)
Fast-SCNN: Fast Semantic Segmentation Network 24 2 12 Feb 2019 21 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified
UPSNet: A Unified Panoptic Segmentation Network 1 3 12 Jan 2019 official (archive's flag): 3 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) · 0 unverified (3 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)
Panoptic Feature Pyramid Networks 12 1 8 Jan 2019 community repositories only · 11 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; 7 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network 10 1 28 Nov 2018 community repositories only · 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) · 0 unverified
CCNet: Criss-Cross Attention for Semantic Segmentation 4 1 28 Nov 2018 official (archive's flag): 8 ran · 13 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 1 violated, 4 with no contract checked; 6 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Multi-Task Learning as Multi-Objective Optimization 7 1 10 Oct 2018 official (archive's flag): 10 ran · 17 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Dual Attention Network for Scene Segmentation 12 1 9 Sep 2018 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) · 2 unverified (5 pointer-only for licence)
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation 21 4 2 Aug 2018 14 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
UNet++: A Nested U-Net Architecture for Medical Image Segmentation 34 1 18 Jul 2018 community repositories only · 21 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 1 violated, 16 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)
Deep Clustering for Unsupervised Learning of Visual Features 9 1 15 Jul 2018 community repositories only · 5 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Learning a Discriminative Feature Network for Semantic Segmentation 3 2 25 Apr 2018 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) · 5 unverified
YOLOv3: An Incremental Improvement 311 1 8 Apr 2018 94 ran (of which 0 constructed an object rather than computing a result; 83 with no instrument failure: 4 honoured, 2 violated, 77 with no contract checked; 11 where Syntology's instrument failed) · 30 unverified (24 pointer-only for licence)
Adaptive Affinity Fields for Semantic Segmentation 1 1 27 Mar 2018 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 (1 pointer-only for licence)
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation 8 1 19 Mar 2018 official: harvested, nothing ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified