Obj2Seq: Formatting Objects as Sequences with Class Prompt for Visual Tasks

casia-iva-lab/obj2seq 28 Sep 2022

Obj2Seq is able to flexibly determine input categories to satisfy customized requirements, and be easily extended to different visual tasks.

Multi-Label Classification Object Detection +1

43
0.29 stars / hour

Zero-Shot Text-Guided Object Generation with Dream Fields

shengyu-meng/dreamfields-3D CVPR 2022

Our method, Dream Fields, can generate the geometry and color of a wide range of objects without 3D supervision.

Neural Rendering

254
0.25 stars / hour

DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta

bcmi/deltagan-few-shot-image-generation 21 Jul 2022

In this work, we propose a novel Delta Generative Adversarial Network (DeltaGAN), which consists of a reconstruction subnetwork and a generation subnetwork.

Image Generation

31
0.24 stars / hour

Learning Object Placement via Dual-path Graph Completion

bcmi/graconet-object-placement 23 Jul 2022

Object placement aims to place a foreground object over a background image with a suitable location and size.

35
0.24 stars / hour

Hybrid Spectrogram and Waveform Source Separation

facebookresearch/demucs 5 Nov 2021

Source separation models either work on the spectrogram or waveform domain.

Music Source Separation

4,229
0.23 stars / hour

CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

salesforce/CodeGen 25 Mar 2022

To democratize this, we train and release a family of large language models up to 16. 1B parameters, called CODEGEN, on natural language and programming language data, and open source the training library JAXFORMER.

Language Modelling Program Synthesis

1,307
0.22 stars / hour

Text-Guided Synthesis of Artistic Images with Retrieval-Augmented Diffusion Models

compvis/latent-diffusion 26 Jul 2022

In RDMs, a set of nearest neighbors is retrieved from an external database during training for each training instance, and the diffusion model is conditioned on these informative samples.

Image Generation Prompt Engineering

4,123
0.21 stars / hour

SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation

Jittor/JSeg 18 Sep 2022

Notably, SegNeXt outperforms EfficientNet-L2 w/ NAS-FPN and achieves 90. 6% mIoU on the Pascal VOC 2012 test leaderboard using only 1/10 parameters of it.

Semantic Segmentation

161
0.21 stars / hour

DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection

IDEA-Research/detrex 7 Mar 2022

Compared to other models on the leaderboard, DINO significantly reduces its model size and pre-training data size while achieving better results.

 Ranked #1 on Object Detection on COCO minival (using extra training data)

Real-Time Object Detection

352
0.20 stars / hour

Poisson Flow Generative Models

newbeeer/poisson_flow 22 Sep 2022

We interpret the data points as electrical charges on the $z=0$ hyperplane in a space augmented with an additional dimension $z$, generating a high-dimensional electric field (the gradient of the solution to Poisson equation).

Image Generation

164
0.19 stars / hour