BigData

MSeg: A Composite Dataset for Multi-domain Semantic Segmentation

Github: https://github.com/mseg-dataset/mseg-api

Paper: https://arxiv.org/abs/2112.13762

Dataset: https://paperswithcode.com/dataset/sun-rgb-d

👉 @bigdata_1

GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Github: https://github.com/openai/glide-text2im

Notebooks: https://github.com/openai/glide-text2im/blob/main/notebooks

Paper: https://arxiv.org/abs/2112.10741

Task: https://paperswithcode.com/task/image-generation

👉 @bigdata_1

RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality (PyTorch)

Github: https://github.com/DingXiaoH/RepMLP

Pre-trained model: https://drive.google.com/drive/folders/1eDFunxOQ67MvBBmJ4Bw01TFh2YVNRrg2?usp=sharing

Paper: https://arxiv.org/abs/2112.11081v1

Task: https://paperswithcode.com/task/semantic-segmentation

👉 @bigdata_1

NetKet 3: Machine Learning Toolbox for Many-Body Quantum Systems

NetKet is an open-source project delivering cutting-edge methods for the study of many-body quantum systems with artificial neural networks and machine learning techniques.

Github: https://github.com/netket/netket

Paper: https://arxiv.org/pdf/2112.10526v1.pdf

Homepage: https://www.netket.org

Documentation: https://www.netket.org/documentation

Tutorials: https://www.netket.org/tutorials

👉 @bigdata_1

Ensembling Off-the-shelf Models for GAN Training

Github: https://github.com/nupurkmr9/vision-aided-gan

Paper: https://arxiv.org/pdf/2112.09130v1.pdf

Dataset: https://paperswithcode.com/dataset/lsun

👉 @bigdata_1

Extreme Zero-Shot Learning for Extreme Text Classification

Github: https://github.com/amzn/pecos

Paper: https://arxiv.org/abs/2112.08652v1

👉 @bigdata_1

Vision Transformer Based Video Hashing Retrieval for Tracing the Source of Fake Videos

Github: https://github.com/lajlksdf/vtl

Paper: https://arxiv.org/abs/2112.08117v1

Dataset: https://paperswithcode.com/dataset/dftl

👉 @bigdata_1

Bayesian Active Learning (BaaL)

Github: https://github.com/ElementAI/baal

Documentation: https://baal.readthedocs.io.

Paper: https://arxiv.org/abs/2112.06586v1

Blog: https://www.elementai.com/news/2019/element-ai-makes-its-bayesian-active-learning-library-open-source

👉 @bigdata_1

GAN-Supervised Dense Visual Alignment

Github: https://github.com/wpeebles/gangealing

Project: https://www.wpeebles.com/gangealing

Paper: https://arxiv.org/abs/2112.04894v1

Dataset: https://paperswithcode.com/dataset/celeba

👉 @bigdata_1

Semi-supervised-learning-for-medical-image-segmentation.

Github: https://github.com/HiLab-git/SSL4MIS

Paper: https://arxiv.org/abs/2112.04894v1

👉 @bigdata_1

NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation

Github: https://github.com/GEM-benchmark/NL-Augmenter

Paper: https://arxiv.org/abs/2112.02721v1

Dataset: https://paperswithcode.com/dataset/sst

👉 @bigdata_1

DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting

Github: https://github.com/raoyongming/denseclip

Paper: https://arxiv.org/abs/2112.01518v1

Dataset: https://paperswithcode.com/dataset/coco

👉 @bigdata_1

🔹 Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty Learning

Github: https://github.com/facebookresearch/Mask2Former

Installation: https://github.com/facebookresearch/Mask2Former/blob/main/INSTALL.md

Paper: https://arxiv.org/abs/2112.01527v1

Dataset: https://paperswithcode.com/dataset/cityscapes

👉 @bigdata_1

🎨 Wavelet Transform-assisted Adaptive Generative Modeling for Colorization

Github: https://github.com/yqx7150/WACM

Paper: https://arxiv.org/pdf/2107.04261v1.pdf

Dataset: https://paperswithcode.com/dataset/coco-stuff

👉 @bigdata_1

Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty Learning

Github: https://github.com/JDAI-CV/faceX-Zoo

Paper: https://arxiv.org/abs/2112.00568v1

Dataset: https://paperswithcode.com/dataset/replay-attack

👉 @bigdata_1

A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware

Github: https://github.com/intel-nrc-ecosystem/models

Paper: https://arxiv.org/abs/2107.03992v1

👉 @bigdata_1

🧬 Evolutionary Scale Modeling

Github: https://github.com/facebookresearch/esm

Paper: https://openreview.net/pdf?id=uXc42E9ZPFs

👉 @bigdata_1

✅ OPNAI Evaluating Large Language Models Trained on Code

Github: https://github.com/openai/human-eval

Paper: https://arxiv.org/abs/2107.03374v1

Dataset: https://paperswithcode.com/dataset/apps

👉 @bigdata_1

📹 End-to-End Referring Video Object Segmentation with Multimodal Transformers

Github: https://github.com/mttr2021/MTTR

Paper: https://arxiv.org/abs/2111.14821v1

Dataset: https://kgavrilyuk.github.io/publication/actor_action/

👉 @bigdata_1

Is 2D Heatmap Representation Even Necessary for Human Pose Estimation?

Github: https://github.com/leeyegy/SimDR

Paper: https://arxiv.org/abs/2107.03332v1

Dataset: https://paperswithcode.com/dataset/coco

👉 @bigdata_1