Methods › Computer Vision › Image Representations › VirTex

VirTex

6 papers tagged archive 2025-07-28

Introduced by Karan Desai et al. in VirTex: Learning Visual Representations from Textual Annotations

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

VirText, or Visual representations from Textual annotations is a pretraining approach using semantically dense captions to learn visual representations. First a ConvNet and Transformer are jointly trained from scratch to generate natural language captions for images. Then, the learned features are transferred to downstream visual recognition tasks.

Paper Source

Papers archive 2025-07-28

6 shown of 6, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

HLSTransform: Energy-Efficient Llama 2 Inference on FPGAs Via High Level Synthesis
29 Apr 2024 · 1 repository · arXiv:2405.00738
Chaos-Based Bitwise Dynamical Pseudorandom Number Generator on FPGA
26 Jan 2024 · 0 repositories · arXiv:2401.15035
Real-time FPGA Design for OMP Targeting 8K Image Reconstruction
10 Oct 2021 · 0 repositories · arXiv:2110.04714
Reconfigurable co-processor architecture with limited numerical precision to accelerate deep convolutional neural networks
21 Aug 2021 · 0 repositories · arXiv:2109.03040
FPGA Implementation of Simplified Spiking Neural Network
2 Oct 2020 · 0 repositories · arXiv:2010.01200
VirTex: Learning Visual Representations from Textual Annotations
11 Jun 2020 · 3 repositories · arXiv:2006.06666

Syntology ran 0 of 1 samples · 1 unverified

Tasks archive 2025-07-28

16 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
8k	1
CPU	1
Edge-computing	1
GPU	1
General Classification	1
High-Level Synthesis	1
Image Captioning	1
Image Classification	1
Image Reconstruction	1
Instance Segmentation	1
Object Detection	1
Quantization	1
Semantic Segmentation	1
compressed sensing	1
image-classification	1
object-detection	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (6 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Image Representations

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