Pytorch Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic

Last update: Jan 03, 2023

Related tags

Deep Learning zero-shot-image-to-text

Overview

Pytorch Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic

[Paper] [Colab is coming soon]

Approach

Example

Usage

To run captioning on a single image:

$ python run.py 
--reset_context_delta
--caption_img_path "example_images/captions/COCO_val2014_000000097017.jpg"

To run model on visual arithmetic:

$ python run.py 
--reset_context_delta
--end_factor 1.06
--fusion_factor 0.95
--grad_norm_factor 0.95
--run_type arithmetics
--arithmetics_imgs "example_images/arithmetics/woman2.jpg" "example_images/arithmetics/king2.jpg" "example_images/arithmetics/man2.jpg"
--arithmetics_weights 1 1 -1

To run model on real world knowledge:

$ python run.py
--reset_context_delta --cond_text "Image of" 
--end_factor 1.04 
--caption_img_path "example_images/real_world/simpsons.jpg"

To run model on OCR:

$ python run.py
--reset_context_delta --cond_text "Image of text that says" 
--end_factor 1.04 
--caption_img_path "example_images/OCR/welcome_sign.jpg"

Owner

GitHub Repository

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Pytorch Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic

Related tags

Overview

Pytorch Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic

Approach

Example

Usage

To run captioning on a single image:

To run model on visual arithmetic:

To run model on real world knowledge:

To run model on OCR:

Owner

Libtorch yolov3 deepsort

Two-Stage Peer-Regularized Feature Recombination for Arbitrary Image Style Transfer

PyDeepFakeDet is an integrated and scalable tool for Deepfake detection.

Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning

U-2-Net: U Square Net - Modified for paired image training of style transfer

StorSeismic: An approach to pre-train a neural network to store seismic data features

Replication attempt for the Protein Folding Model

Unified Pre-training for Self-Supervised Learning and Supervised Learning for ASR

Official implementation for (Refine Myself by Teaching Myself : Feature Refinement via Self-Knowledge Distillation, CVPR-2021)

This program generates a random 12 digit/character password (upper and lowercase) and stores it in a file along with your username and app/website.

Automatic caption evaluation metric based on typicality analysis.

This project provides the proof of the uniqueness of the equilibrium and the global asymptotic stability.

Ranking Models in Unlabeled New Environments （iccv21）

Official source code of paper 'IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo'

Feed forward VQGAN-CLIP model, where the goal is to eliminate the need for optimizing the latent space of VQGAN for each input prompt

SimplEx - Explaining Latent Representations with a Corpus of Examples

Data, notebooks, and articles associated with the RSNA AI Deep Learning Lab at RSNA 2021

Illuminated3D This project participates in the Nasa Space Apps Challenge 2021.

Deep Federated Learning for Autonomous Driving

The VarCNN is an Convolution Neural Network based approach to automate Video Assistant Referee in football.