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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)

Page 2 of 3: papers 101 to 200 of 298 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

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
Extract Free Dense Labels from CLIP 1 1 2 Dec 2021 not harvested
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
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation 1 3 25 Nov 2021 not harvested
Semantic-Aware Generation for Self-Supervised Visual Representation Learning 1 1 25 Nov 2021 not harvested
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment 1 1 24 Nov 2021 not harvested
Rethinking Dilated Convolution for Real-time Semantic Segmentation 3 1 18 Nov 2021 not harvested
HS3: Learning with Proper Task Complexity in Hierarchically Supervised Semantic Segmentation 0 1 3 Nov 2021 not harvested
Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation 1 3 1 Nov 2021 not harvested
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
USIS: Unsupervised Semantic Image Synthesis 1 1 29 Sep 2021 not harvested
Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance 1 1 20 Aug 2021 not harvested
CenterPoly: real-time instance segmentation using bounding polygons 1 1 19 Aug 2021 not harvested
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search 1 1 13 Aug 2021 not harvested
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
Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation 1 1 23 Jul 2021 official: harvested, nothing ran · 0 ran · 1 unverified
Polarized Self-Attention: Towards High-quality Pixel-wise Regression 6 1 2 Jul 2021 not harvested
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 1 4 29 Jun 2021 not harvested
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
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach 2 2 6 Jun 2021 not harvested
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)
Aerial-PASS: Panoramic Annular Scene Segmentation in Drone Videos 0 1 15 May 2021 not harvested
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks 7 1 5 May 2021 not harvested
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
Vision Transformers with Patch Diversification 1 1 26 Apr 2021 not harvested
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation 1 3 15 Apr 2021 not harvested
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)
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation 0 5 31 Mar 2021 not harvested
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)
Dilated SpineNet for Semantic Segmentation 0 1 23 Mar 2021 not harvested
Efficient Visual Pretraining with Contrastive Detection 2 1 19 Mar 2021 not harvested
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)
Pixel-wise Anomaly Detection in Complex Driving Scenes 1 1 9 Mar 2021 not harvested
Greedy Hierarchical Variational Autoencoders for Large-Scale Video Prediction 0 1 6 Mar 2021 not harvested
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
Temporal Memory Attention for Video Semantic Segmentation 1 1 17 Feb 2021 not harvested
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)
The Ikshana Hypothesis of Human Scene Understanding 2 3 21 Jan 2021 not harvested
Channelized Axial Attention for Semantic Segmentation -- Considering Channel Relation within Spatial Attention for Semantic Segmentation 1 1 19 Jan 2021 not harvested
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes 8 4 15 Jan 2021 not harvested
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)
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers 5 2 31 Dec 2020 not harvested
Focal Frequency Loss for Image Reconstruction and Synthesis 1 1 23 Dec 2020 not harvested
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation 1 1 21 Dec 2020 not harvested
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth Estimation 1 3 19 Dec 2020 not harvested
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)
Fully Convolutional Networks for Panoptic Segmentation 6 3 1 Dec 2020 not harvested
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis 0 2 25 Nov 2020 not harvested
SegBlocks: Block-Based Dynamic Resolution Networks for Real-Time Segmentation 1 1 24 Nov 2020 not harvested
Scaling Wide Residual Networks for Panoptic Segmentation 0 3 23 Nov 2020 not harvested
Densely connected multidilated convolutional networks for dense prediction tasks 1 1 21 Nov 2020 not harvested
Multi Receptive Field Network for Semantic Segmentation 0 1 17 Nov 2020 not harvested
Efficient RGB-D Semantic Segmentation for Indoor Scene Analysis 4 1 13 Nov 2020 not harvested
Scene Segmentation with Dual Relation-aware Attention Network 1 1 5 Aug 2020 not harvested
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)
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars 0 1 30 Jun 2020 not harvested
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)
Geometry-Aware Instance Segmentation with Disparity Maps 1 2 14 Jun 2020 not harvested
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
Interactive Object Segmentation With Inside-Outside Guidance 2 1 1 Jun 2020 not harvested
SDC-Depth: Semantic Divide-and-Conquer Network for Monocular Depth Estimation 0 1 1 Jun 2020 not harvested
Variational Context-Deformable ConvNets for Indoor Scene Parsing 0 1 1 Jun 2020 not harvested
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
Joint Semantic Segmentation and Boundary Detection using Iterative Pyramid Contexts 0 2 16 Apr 2020 not harvested
SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects 1 1 10 Apr 2020 not harvested
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)
EfficientPS: Efficient Panoptic Segmentation 2 6 5 Apr 2020 not harvested
Context Prior for Scene Segmentation 2 1 3 Apr 2020 not harvested
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)
Future Video Synthesis with Object Motion Prediction 1 1 1 Apr 2020 not harvested
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)
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation 0 1 26 Mar 2020 not harvested
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)
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention Networks 1 1 11 Mar 2020 not harvested
Real-time Fusion Network for RGB-D Semantic Segmentation Incorporating Unexpected Obstacle Detection for Road-driving Images 1 1 24 Feb 2020 not harvested
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
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation 2 6 13 Dec 2019 not harvested
Waterfall Atrous Spatial Pooling Architecture for Efficient Semantic Segmentation 1 2 6 Dec 2019 not harvested
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)
PolyTransform: Deep Polygon Transformer for Instance Segmentation 0 1 5 Dec 2019 not harvested
Semantic Bottleneck Scene Generation 2 3 26 Nov 2019 not harvested
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)
SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Modules and Information Blocking Decoder 8 1 20 Nov 2019 not harvested
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation 1 1 18 Nov 2019 not harvested
Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis 1 1 15 Oct 2019 not harvested
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)
AdaptIS: Adaptive Instance Selection Network 0 3 17 Sep 2019 not harvested
DS-PASS: Detail-Sensitive Panoramic Annular Semantic Segmentation through SwaftNet for Surrounding Sensing 1 1 17 Sep 2019 not harvested
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)
Dual Graph Convolutional Network for Semantic Segmentation 6 1 13 Sep 2019 not harvested