DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing

Github: https://github.com/microsoft/DeBERTa

Explanation: https://www.youtube.com/watch?v=_c6A33Fg5Ns&ab_channel=YannicKilcher

Paper: https://arxiv.org/abs/2111.09543v1

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

Documentation: https://deberta.readthedocs.io/en/latest/

👉 @bigdata_1

Deep Transfer Learning Baselines for Sentiment Analysis in Russian

Github: https://github.com/sismetanin/sentiment-analysis-in-russian

Paper: https://www.sciencedirect.com/science/article/abs/pii/S0306457320309730?dgcid=author

👉 @bigdata_1

🌍 TorchGeo is a PyTorch domain library, similar to torchvision, that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data.

Github: https://github.com/microsoft/torchgeo

Paper: https://arxiv.org/abs/2111.08872v1

Dataset: https://paperswithcode.com/dataset/so2sat-lcz42

Documentation: https://github.com/microsoft/torchgeo#documentation

👉 @bigdata_1

Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets

Github: https://github.com/HayeonLee/MetaD2A

Paper: https://arxiv.org/abs/2107.00860v1

👉 @bigdata_1

👀 PoolFormer: MetaFormer is Actually What You Need for Vision

Github: https://github.com/sail-sg/poolformer

Paper: https://arxiv.org/abs/2111.11418

Dataset: https://paperswithcode.com/dataset/ade20k

Colab: https://colab.research.google.com/github/sail-sg/poolformer/blob/main/misc/poolformer_demo.ipynb

👉 @bigdata_1

RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds (CVPR 2020)

Github: https://github.com/QingyongHu/RandLA-Net

Paper: https://arxiv.org/abs/1911.11236

Project: http://randla-net.cs.ox.ac.uk/

👉 @bigdata_1

🔋 Density-aware Chamfer Distance

Github: density_aware_chamfer_distance

Paper: https://arxiv.org/abs/2111.12702

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

👉 @bigdata_1

You Only 👀 One Sequence

Rethinking Transformer in Vision through Object Detection

Github: https://paperswithcode.com/paper/you-only-look-at-one-sequence-rethinking

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

Paper: https://arxiv.org/abs/2106.00666

👉 @bigdata_1

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UACANet: Uncertainty Augmented Context Attention for Polyp Semgnetaion

Github: https://github.com/plemeri/UACANet

Paper: https://arxiv.org/abs/2107.02368v1

Dataset: https://paperswithcode.com/dataset/kvasir-seg

👉 @bigdata_1

🛢 Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes

Github: https://github.com/samb-t/unleashing-transformers

Paper: https://arxiv.org/abs/2111.12701v1

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

Project: https://samb-t.github.io/unleashing-transformers

👉 @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

📹 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

✅ 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

🧬 Evolutionary Scale Modeling

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

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

👉 @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

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

🎨 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/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

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