Datasets › Flickr30k › Papers where code ran, page 1

Flickr30k

Papers archive 2025-07-28

papers with a benchmark row: 69 · with a code link: 62 · where Syntology ran a sample: 36 (28 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (36 of 69 with a benchmark row: 28 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument)

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

Page 1 of 1: papers 1 to 36 of the 36 papers with a benchmark row here where Syntology ran at least one harvested sample (28 with a run with no instrument failure, 8 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 880. 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
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)
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks 2 4 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)
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 2 2 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
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks 1 1 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)
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)
Position-guided Text Prompt for Vision-Language Pre-training 1 1 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
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)
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)
AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities 2 1 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)
Text-Only Training for Image Captioning using Noise-Injected CLIP 4 1 1 Nov 2022 official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking 2 1 14 Oct 2022 official (archive's flag): 4 ran · 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) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result
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)
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)
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts 1 2 16 Nov 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation 6 2 16 Jul 2021 community repositories only · 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 (3 pointer-only for licence)
Learning Relation Alignment for Calibrated Cross-modal Retrieval 1 1 28 May 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified
Learning Transferable Visual Models From Natural Language Supervision 82 1 26 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 16 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 14 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence)
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 5 2 11 Feb 2021 8 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; 1 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision 6 2 5 Feb 2021 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) · 3 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Unifying Vision-and-Language Tasks via Text Generation 2 1 4 Feb 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) · 10 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
Similarity Reasoning and Filtration for Image-Text Matching 1 2 5 Jan 2021 official (archive's flag): 10 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) · 2 unverified (12 pointer-only for licence)
Fine-grained Visual Textual Alignment for Cross-Modal Retrieval using Transformer Encoders 1 2 12 Aug 2020 official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 1 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Data Augmentation for Graph Neural Networks 2 1 11 Jun 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) · 0 unverified
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval 1 1 8 Mar 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
UNITER: UNiversal Image-TExt Representation Learning 7 1 25 Sep 2019 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Unified Vision-Language Pre-Training for Image Captioning and VQA 3 1 24 Sep 2019 official (archive's flag): 11 ran · 11 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; 3 where Syntology's instrument failed) · 3 unverified (14 pointer-only for licence)
CAMP: Cross-Modal Adaptive Message Passing for Text-Image Retrieval 1 1 12 Sep 2019 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) · 2 unverified (1 pointer-only for licence)
Visual Semantic Reasoning for Image-Text Matching 2 1 6 Sep 2019 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)
Stacked Cross Attention for Image-Text Matching 6 2 21 Mar 2018 official: harvested, nothing ran · 13 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; 6 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Graph Attention Networks 93 1 30 Oct 2017 community repositories only · 61 ran (of which 28 constructed an object rather than computing a result; 52 with no instrument failure: 1 honoured, 2 violated, 49 with no contract checked; 9 where Syntology's instrument failed) · 45 unverified (46 pointer-only for licence)
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives 10 1 18 Jul 2017 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) · 3 unverified (4 pointer-only for licence)
Inductive Representation Learning on Large Graphs 20 1 7 Jun 2017 community repositories only · 3 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; 0 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Semi-Supervised Classification with Graph Convolutional Networks 55 2 9 Sep 2016 community repositories only · 39 ran (of which 13 constructed an object rather than computing a result; 34 with no instrument failure: 0 honoured, 1 violated, 33 with no contract checked; 5 where Syntology's instrument failed) · 19 unverified (23 pointer-only for licence)
Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models 2 1 19 May 2015 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 (2 pointer-only for licence)