Datasets › ImageNet › Papers where code ran, page 1

ImageNet

Papers archive 2025-07-28

papers with a benchmark row: 630 · with a code link: 588 · where Syntology ran a sample: 361 (312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (361 of 630 with a benchmark row: 312 with a run with no instrument failure, 49 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 4: papers 1 to 100 of the 361 papers with a benchmark row here where Syntology ran at least one harvested sample (312 with a run with no instrument failure, 49 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 15,430. 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
GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation 1 1 11 Apr 2025 official (archive's flag): 10 ran · 10 ran (of which 7 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) · 5 unverified (15 pointer-only for licence)
Exploring a Principled Framework for Deep Subspace Clustering 1 1 21 Mar 2025 official (archive's flag): 3 ran · 4 ran (of which 1 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) · 0 unverified (4 pointer-only for licence)
Taming Scalable Visual Tokenizer for Autoregressive Image Generation 2 1 3 Dec 2024 official: no sample here; runs from other or unrecorded repositories · 13 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 1 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (7 pointer-only for licence)
On the Performance Analysis of Momentum Method: A Frequency Domain Perspective 1 2 29 Nov 2024 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
Multimodal Autoregressive Pre-training of Large Vision Encoders 1 6 21 Nov 2024 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 (3 pointer-only for licence)
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified Perspective 1 1 16 Oct 2024 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
MaskBit: Embedding-free Image Generation via Bit Tokens 1 1 24 Sep 2024 official (archive's flag): 8 ran · 8 ran (of which 1 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) · 1 unverified
Kolmogorov-Arnold Transformer 1 3 16 Sep 2024 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
Open-MAGVIT2: An Open-Source Project Toward Democratizing Auto-regressive Visual Generation 2 1 6 Sep 2024 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, 2 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile Applications 2 4 7 Aug 2024 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) · 0 unverified (3 pointer-only for licence)
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems 2 1 23 Jul 2024 official (archive's flag): 17 ran · 22 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 2 honoured, 0 violated, 12 with no contract checked; 8 where Syntology's instrument failed) · 5 unverified (17 pointer-only for licence)
MambaVision: A Hybrid Mamba-Transformer Vision Backbone 3 7 10 Jul 2024 official (archive's flag): 3 ran · 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) · 4 unverified (6 pointer-only for licence)
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling 1 1 2 Jul 2024 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 (8 pointer-only for licence)
Scaling the Codebook Size of VQGAN to 100,000 with a Utilization Rate of 99% 1 1 17 Jun 2024 official (archive's flag): 1 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 (2 pointer-only for licence)
Let Go of Your Labels with Unsupervised Transfer 1 2 11 Jun 2024 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) · 1 unverified (4 pointer-only for licence)
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)
GhostNetV3: Exploring the Training Strategies for Compact Models 1 4 17 Apr 2024 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
MobileNetV4 -- Universal Models for the Mobile Ecosystem 7 5 16 Apr 2024 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 3 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Label Propagation for Zero-shot Classification with Vision-Language Models 1 3 5 Apr 2024 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Prompt Learning via Meta-Regularization 1 1 1 Apr 2024 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) · 3 unverified (2 pointer-only for licence)
DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs 3 5 28 Mar 2024 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
LiFT: A Surprisingly Simple Lightweight Feature Transform for Dense ViT Descriptors 1 1 21 Mar 2024 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
FeatUp: A Model-Agnostic Framework for Features at Any Resolution 2 1 15 Mar 2024 official (archive's flag): 3 ran · 4 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; 1 where Syntology's instrument failed) · 1 unverified
VₖD: Improving Knowledge Distillation using Orthogonal Projections 1 2 10 Mar 2024 official (archive's flag): 4 ran · 4 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; 4 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Knowledge Distillation Based on Transformed Teacher Matching 1 3 17 Feb 2024 official (archive's flag): 5 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) · 2 unverified (1 pointer-only for licence)
ReViT: Enhancing Vision Transformers Feature Diversity with Attention Residual Connections 1 1 17 Feb 2024 official (archive's flag): 22 ran · 22 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 0 honoured, 0 violated, 20 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations 2 7 15 Feb 2024 official (archive's flag): 1 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) · 0 unverified
Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy 1 1 11 Feb 2024 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
EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters 2 2 6 Feb 2024 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) · 4 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)
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 2 2 11 Dec 2023 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) · 3 unverified (5 pointer-only for licence)
Graph Convolutions Enrich the Self-Attention in Transformers! 1 4 7 Dec 2023 official (archive's flag): 6 ran · 22 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 2 honoured, 2 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (10 pointer-only for licence)
Language-only Efficient Training of Zero-shot Composed Image Retrieval 1 1 4 Dec 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: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence)
Meta Co-Training: Two Views are Better than One 1 2 29 Nov 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 (1 pointer-only for licence)
Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models 1 1 28 Nov 2023 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) · 2 unverified (2 pointer-only for licence)
TransNeXt: Robust Foveal Visual Perception for Vision Transformers 4 5 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 10 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
Stable Cluster Discrimination for Deep Clustering 1 2 24 Nov 2023 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result
GTP-ViT: Efficient Vision Transformers via Graph-based Token Propagation 1 7 6 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
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models 1 2 2 Nov 2023 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Image Clustering with External Guidance 1 1 18 Oct 2023 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) · 3 unverified (9 pointer-only for licence)
SemiReward: A General Reward Model for Semi-supervised Learning 1 1 4 Oct 2023 official (archive's flag): 4 ran · 4 ran (of which 1 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) · 1 unverified (1 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
Vision Transformers Need Registers 6 1 28 Sep 2023 official (archive's flag): 3 ran · 15 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 1 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence)
DePT: Decoupled Prompt Tuning 1 1 14 Sep 2023 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) · 4 unverified (8 pointer-only for licence)
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention 1 4 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)
Read-only Prompt Optimization for Vision-Language Few-shot Learning 1 1 29 Aug 2023 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) · 2 unverified (2 pointer-only for licence)
Learning to Upsample by Learning to Sample 1 1 29 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) · 0 unverified
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers 1 15 18 Aug 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks 1 1 12 Aug 2023 official (archive's flag): 7 ran · 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) · 5 unverified (12 pointer-only for licence)
Generative Prompt Model for Weakly Supervised Object Localization 1 1 19 Jul 2023 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Self-regulating Prompts: Foundational Model Adaptation without Forgetting 2 2 13 Jul 2023 official (archive's flag): 4 ran · 17 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; 4 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
FasterViT: Fast Vision Transformers with Hierarchical Attention 2 7 9 Jun 2023 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) · 5 unverified (9 pointer-only for licence)
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles 4 1 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
Consistency-guided Prompt Learning for Vision-Language Models 2 1 1 Jun 2023 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) · 3 unverified (4 pointer-only for licence)
Matrix Information Theory for Self-Supervised Learning 3 1 27 May 2023 official (archive's flag): 3 ran · 5 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; 4 where Syntology's instrument failed) · 0 unverified (5 pointer-only for licence)
Improving Knowledge Distillation via Regularizing Feature Norm and Direction 1 11 26 May 2023 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)
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)
MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer 1 12 24 Apr 2023 official (archive's flag): 16 ran · 16 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; 7 where Syntology's instrument failed) · 2 unverified (8 pointer-only for licence)
DINOv2: Learning Robust Visual Features without Supervision 26 7 14 Apr 2023 community repositories only · 39 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 2 honoured, 0 violated, 33 with no contract checked; 4 where Syntology's instrument failed) · 7 unverified (12 pointer-only for licence)
Unicom: Universal and Compact Representation Learning for Image Retrieval 3 3 12 Apr 2023 official: no sample here; runs from other or unrecorded repositories · 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) · 3 unverified (6 pointer-only for licence)
Exploring the Limits of Deep Image Clustering using Pretrained Models 1 2 31 Mar 2023 official (archive's flag): 4 ran · 4 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; 4 where Syntology's instrument failed) · 0 unverified
Your Diffusion Model is Secretly a Zero-Shot Classifier 4 2 28 Mar 2023 official (archive's flag): 1 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 (1 pointer-only for licence)
EVA-CLIP: Improved Training Techniques for CLIP at Scale 4 2 27 Mar 2023 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization 6 7 24 Mar 2023 community repositories only · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified; the one sample that ran constructed an object rather than computing a result (5 pointer-only for licence)
BiFormer: Vision Transformer with Bi-Level Routing Attention 3 3 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
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
Learning Customized Visual Models with Retrieval-Augmented Knowledge 1 3 17 Jan 2023 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (8 pointer-only for licence)
Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling 2 9 9 Jan 2023 official (archive's flag): 9 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Reversible Column Networks 1 1 22 Dec 2022 official (archive's flag): 8 ran · 8 ran (of which 8 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; every one of the 8 samples that ran constructed an object rather than computing a result
Reproducible scaling laws for contrastive language-image learning 5 1 14 Dec 2022 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)
Efficient Self-supervised Learning with Contextualized Target Representations for Vision, Speech and Language 5 1 14 Dec 2022 community repositories only · 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) · 3 unverified (2 pointer-only for licence)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 4 16 1 Dec 2022 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 5 where Syntology's instrument failed) · 7 unverified (10 pointer-only for licence)
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale 6 1 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
AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities 2 2 12 Nov 2022 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) · 1 unverified (2 pointer-only for licence)
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions 3 6 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
MogaNet: Multi-order Gated Aggregation Network 7 6 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
MetaFormer Baselines for Vision 8 32 24 Oct 2022 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
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)
TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers 1 1 14 Oct 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Online Training Through Time for Spiking Neural Networks 1 1 9 Oct 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)
TAN Without a Burn: Scaling Laws of DP-SGD 1 1 7 Oct 2022 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (8 pointer-only for licence)
MaPLe: Multi-modal Prompt Learning 3 2 6 Oct 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) · 2 unverified (2 pointer-only for licence)
Mega: Moving Average Equipped Gated Attention 7 1 21 Sep 2022 official (archive's flag): 3 ran · 12 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (11 pointer-only for licence)
Enhance the Visual Representation via Discrete Adversarial Training 1 1 16 Sep 2022 official (archive's flag): 9 ran · 10 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
PaLI: A Jointly-Scaled Multilingual Language-Image Model 1 5 14 Sep 2022 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Exploring Target Representations for Masked Autoencoders 1 4 8 Sep 2022 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
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
Weakly Supervised Object Localization via Transformer with Implicit Spatial Calibration 2 1 21 Jul 2022 official (archive's flag): 7 ran · 7 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; 3 where Syntology's instrument failed) · 3 unverified
TinyViT: Fast Pretraining Distillation for Small Vision Transformers 3 8 21 Jul 2022 official (archive's flag): 9 ran · 9 ran (of which 8 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
Bootstrapped Masked Autoencoders for Vision BERT Pretraining 1 1 14 Jul 2022 official (archive's flag): 6 ran · 6 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 6 samples that ran constructed an object rather than computing a result (7 pointer-only for licence)
Unsupervised Visual Representation Learning by Synchronous Momentum Grouping 1 3 13 Jul 2022 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Next-ViT: Next Generation Vision Transformer for Efficient Deployment in Realistic Industrial Scenarios 5 3 12 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) · 1 unverified
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning 3 3 11 Jul 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) · 1 unverified (2 pointer-only for licence)
NP-Match: When Neural Processes meet Semi-Supervised Learning 1 1 3 Jul 2022 official: no sample here; runs from other or unrecorded repositories · 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 (1 pointer-only for licence)
RevBiFPN: The Fully Reversible Bidirectional Feature Pyramid Network 1 7 28 Jun 2022 official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 0 unverified
Vicinity Vision Transformer 1 2 21 Jun 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) · 0 unverified
EdgeNeXt: Efficiently Amalgamated CNN-Transformer Architecture for Mobile Vision Applications 8 2 21 Jun 2022 community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Global Context Vision Transformers 8 5 20 Jun 2022 official (archive's flag): 12 ran · 21 ran (of which 8 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (15 pointer-only for licence)
Differentiable Top-k Classification Learning 1 1 15 Jun 2022 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified