Datasets › COCO (Common Objects in Context) › Papers where code ran, page 1

COCO (Common Objects in Context)

Papers archive 2025-07-28

papers with a benchmark row: 579 · with a code link: 504 · where Syntology ran a sample: 256 (226 with a run with no instrument failure, 30 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (256 of 579 with a benchmark row: 226 with a run with no instrument failure, 30 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 3: papers 1 to 100 of the 256 papers with a benchmark row here where Syntology ran at least one harvested sample (226 with a run with no instrument failure, 30 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 11,922. 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
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation 1 1 20 May 2025 6 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; 2 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Perception Encoder: The best visual embeddings are not at the output of the network 1 1 17 Apr 2025 14 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 1 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
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
DEIM: DETR with Improved Matching for Fast Convergence 1 6 5 Dec 2024 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (13 pointer-only for licence)
HyperSeg: Towards Universal Visual Segmentation with Large Language Model 1 2 26 Nov 2024 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
D-FINE: Redefine Regression Task in DETRs as Fine-grained Distribution Refinement 5 7 17 Oct 2024 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified
Sapiens: Foundation for Human Vision Models 2 4 22 Aug 2024 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) · 2 unverified
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection 2 1 16 Jul 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, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Long and Short Guidance in Score identity Distillation for One-Step Text-to-Image Generation 2 1 3 Jun 2024 official (archive's flag): 17 ran · 19 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 0 violated, 10 with no contract checked; 6 where Syntology's instrument failed) · 5 unverified (7 pointer-only for licence)
YOLOv10: Real-Time End-to-End Object Detection 3 6 23 May 2024 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
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval 2 4 5 May 2024 official: no sample here; runs from other or unrecorded repositories · 3 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; 0 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting 1 1 26 Apr 2024 official (archive's flag): 10 ran · 10 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; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information 5 8 21 Feb 2024 official (archive's flag): 7 ran · 25 ran (of which 9 constructed an object rather than computing a result; 24 with no instrument failure: 2 honoured, 1 violated, 21 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (11 pointer-only for licence)
Complete Instances Mining for Weakly Supervised Instance Segmentation 1 2 12 Feb 2024 official (archive's flag): 9 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) · 0 unverified (1 pointer-only for licence)
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector 2 1 5 Feb 2024 official (archive's flag): 9 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) · 2 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)
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks 2 2 21 Dec 2023 community repositories only · 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 (2 pointer-only for licence)
General Object Foundation Model for Images and Videos at Scale 1 12 14 Dec 2023 official (archive's flag): 11 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 (3 pointer-only for licence)
Hulk: A Universal Knowledge Translator for Human-Centric Tasks 2 2 4 Dec 2023 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) · 11 unverified (11 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
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
X-Pose: Detecting Any Keypoints 2 1 12 Oct 2023 official (archive's flag): 11 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 (13 pointer-only for licence)
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion 1 1 5 Oct 2023 official (archive's flag): 3 ran · 12 ran (of which 1 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 0 violated, 4 with no contract checked; 5 where Syntology's instrument failed) · 6 unverified (10 pointer-only for licence)
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval 1 1 28 Sep 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) · 0 unverified
MoCaE: Mixture of Calibrated Experts Significantly Improves Object Detection 1 1 26 Sep 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) · 0 unverified (1 pointer-only for licence)
Detect Everything with Few Examples 1 2 22 Sep 2023 official (archive's flag): 17 ran · 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention 1 2 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)
Hierarchical Open-vocabulary Universal Image Segmentation 1 1 3 Jul 2023 official (archive's flag): 4 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) · 0 unverified (2 pointer-only for licence)
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity 1 2 13 Jun 2023 official (archive's flag): 4 ran · 4 ran (of which 3 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
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles 4 2 1 Jun 2023 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) · 1 unverified
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 2 1 29 May 2023 official (archive's flag): 12 ran · 35 ran (of which 4 constructed an object rather than computing a result; 29 with no instrument failure: 2 honoured, 1 violated, 26 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified (8 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)
Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformers 2 1 11 May 2023 official (archive's flag): 5 ran · 5 ran (of which 3 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) · 3 unverified
TR0N: Translator Networks for 0-Shot Plug-and-Play Conditional Generation 2 1 26 Apr 2023 official (archive's flag): 1 ran · 17 ran (of which 1 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
DETRs Beat YOLOs on Real-time Object Detection 9 4 17 Apr 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) · 1 unverified (1 pointer-only for licence)
LayoutDiffusion: Controllable Diffusion Model for Layout-to-image Generation 2 1 30 Mar 2023 official (archive's flag): 9 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (3 pointer-only for licence)
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks 4 1 30 Mar 2023 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks 1 3 29 Mar 2023 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 3 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Human Pose as Compositional Tokens 1 1 21 Mar 2023 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) · 0 unverified
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
Universal Instance Perception as Object Discovery and Retrieval 1 2 12 Mar 2023 official (archive's flag): 4 ran · 4 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; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining 1 1 10 Mar 2023 official (archive's flag): 15 ran · 15 ran (of which 1 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 7 where Syntology's instrument failed) · 10 unverified
Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection 10 2 9 Mar 2023 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) · 3 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
Scaling up GANs for Text-to-Image Synthesis 1 2 9 Mar 2023 12 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 3 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
UniHCP: A Unified Model for Human-Centric Perceptions 1 1 6 Mar 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: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence)
Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval 1 1 6 Feb 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) · 0 unverified
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models 17 4 30 Jan 2023 community repositories only · 4 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; 0 where Syntology's instrument failed) · 4 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis 2 1 30 Jan 2023 official (archive's flag): 6 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 (2 pointer-only for licence)
GLIGEN: Open-Set Grounded Text-to-Image Generation 1 3 17 Jan 2023 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
YOLOv6 v3.0: A Full-Scale Reloading 5 6 13 Jan 2023 community repositories only · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Muse: Text-To-Image Generation via Masked Generative Transformers 5 1 2 Jan 2023 19 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 5 violated, 1 with no contract checked; 11 where Syntology's instrument failed) · 2 unverified (11 pointer-only for licence)
Reversible Column Networks 1 2 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
Position-guided Text Prompt for Vision-Language Pre-training 1 2 19 Dec 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: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified
RTMDet: An Empirical Study of Designing Real-Time Object Detectors 14 2 14 Dec 2022 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering 1 1 12 Dec 2022 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) · 0 unverified (4 pointer-only for licence)
X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion 2 1 7 Dec 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 (3 pointer-only for licence)
DiffusionInst: Diffusion Model for Instance Segmentation 2 4 6 Dec 2022 official: harvested, nothing ran · 12 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 0 violated, 4 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (7 pointer-only for licence)
GRiT: A Generative Region-to-text Transformer for Object Understanding 1 1 1 Dec 2022 official (archive's flag): 6 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 (8 pointer-only for licence)
Shifted Diffusion for Text-to-image Generation 1 2 24 Nov 2022 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 1 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence)
DAMO-YOLO : A Report on Real-Time Object Detection Design 3 4 23 Nov 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) · 7 unverified (12 pointer-only for licence)
X²-VLM: All-In-One Pre-trained Model For Vision-Language Tasks 2 2 22 Nov 2022 official (archive's flag): 2 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) · 3 unverified (6 pointer-only for licence)
DETRs with Collaborative Hybrid Assignments Training 6 6 22 Nov 2022 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
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale 6 4 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 11 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 6 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 10 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
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers 2 1 2 Nov 2022 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
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)
MOVE: Unsupervised Movable Object Segmentation and Detection 1 2 14 Oct 2022 official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
All are Worth Words: A ViT Backbone for Diffusion Models 3 2 25 Sep 2022 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) · 0 unverified (3 pointer-only for licence)
Exploring Target Representations for Masked Autoencoders 1 8 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)
YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications 7 1 7 Sep 2022 community repositories only · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning 7 1 8 Aug 2022 community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 3 violated, 0 with no contract checked; 9 where Syntology's instrument failed) · 7 unverified (4 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
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors 21 10 6 Jul 2022 community repositories only · 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) · 1 unverified (5 pointer-only for licence)
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation 2 2 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
GLIPv2: Unifying Localization and Vision-Language Understanding 1 1 12 Jun 2022 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified
Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation 10 6 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)
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)
Revealing the Dark Secrets of Masked Image Modeling 1 2 26 May 2022 official (archive's flag): 5 ran · 5 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; 2 where Syntology's instrument failed) · 0 unverified
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding 5 1 23 May 2022 5 ran (of which 4 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) · 6 unverified (9 pointer-only for licence)
AggPose: Deep Aggregation Vision Transformer for Infant Pose Estimation 1 1 11 May 2022 official (archive's flag): 5 ran · 5 ran (of which 5 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; every one of the 5 samples that ran constructed an object rather than computing a result (7 pointer-only for licence)
CoCa: Contrastive Captioners are Image-Text Foundation Models 6 1 4 May 2022 10 ran (of which 5 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (2 pointer-only for licence)
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation 1 1 3 May 2022 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) · 2 unverified
Flamingo: a Visual Language Model for Few-Shot Learning 5 1 29 Apr 2022 18 ran (of which 6 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 6 where Syntology's instrument failed) · 6 unverified (8 pointer-only for licence)
CogView2: Faster and Better Text-to-Image Generation via Hierarchical Transformers 1 2 28 Apr 2022 official (archive's flag): 8 ran · 8 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; 0 where Syntology's instrument failed) · 0 unverified
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 6 2 26 Apr 2022 community repositories only · 18 ran (of which 8 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 6 where Syntology's instrument failed) · 13 unverified (6 pointer-only for licence)
Hierarchical Text-Conditional Image Generation with CLIP Latents 8 1 13 Apr 2022 33 ran (of which 7 constructed an object rather than computing a result; 26 with no instrument failure: 3 honoured, 5 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 5 unverified (4 pointer-only for licence)
DaViT: Dual Attention Vision Transformers 4 2 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
MaxViT: Multi-Axis Vision Transformer 15 3 4 Apr 2022 official (archive's flag): 4 ran · 37 ran (of which 15 constructed an object rather than computing a result; 23 with no instrument failure: 2 honoured, 0 violated, 21 with no contract checked; 14 where Syntology's instrument failed) · 16 unverified (9 pointer-only for licence)
PP-YOLOE: An evolved version of YOLO 8 9 30 Mar 2022 official (archive's flag): 2 ran · 22 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 2 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Exploring Plain Vision Transformer Backbones for Object Detection 11 4 30 Mar 2022 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) · 1 unverified (1 pointer-only for licence)
Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors 1 2 24 Mar 2022 4 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; 1 where Syntology's instrument failed) · 2 unverified
Focal Modulation Networks 9 5 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
E2EC: An End-to-End Contour-based Method for High-Quality High-Speed Instance Segmentation 1 1 8 Mar 2022 official (archive's flag): 8 ran · 8 ran (of which 4 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (10 pointer-only for licence)
DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection 16 4 7 Mar 2022 community repositories only · 10 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising 17 1 2 Mar 2022 official (archive's flag): 10 ran · 17 ran (of which 3 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 11 where Syntology's instrument failed) · 5 unverified (9 pointer-only for licence)
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized Cut 1 2 23 Feb 2022 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
Vision-Language Pre-Training with Triple Contrastive Learning 1 2 21 Feb 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) · 1 unverified
Visual Attention Network 21 2 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