Popular GitHub Repositories for Collapse Sentinel

Techniques for deep learning with satellite & aerial imagery

The Clay Foundation Model - An open source AI model and interface for Earth

Implementation of "Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning"

GitHub Sentinel 是专为大模型（LLMs）时代打造的智能信息检索和高价值内容挖掘 AI Agent。它面向那些需要高频次、大量信息获取的用户，特别是开源爱好者、个人开发者和投资人等。GitHub Sentinel 不仅能帮助用户自动跟踪和分析 GitHub 开源项目 的最新动态，还能快速扩展到其他信息渠道，如 Hacker News 的热门话题，提供更全面的信息挖掘与分析能力。

AiTLAS implements state-of-the-art AI methods for exploratory and predictive analysis of satellite images.

PyTorch implementation of "Lagging Inference Networks and Posterior Collapse in Variational Autoencoders" (ICLR 2019)

A curated list of techniques to avoid posterior collapse

[NeurIPS 2018] [JSAIT] PacGAN: The power of two samples in generative adversarial networks

[ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

[CVPR 2024] "Taming Mode Collapse in Score Distillation for Text-to-3D Generation" by Peihao Wang, Dejia Xu, Zhiwen Fan, Dilin Wang, Sreyas Mohan, Forrest Iandola, Rakesh Ranjan, Yilei Li, Qiang Liu, Zhangyang Wang, Vikas Chandra

Mode collapse example of GANs in 2D (PyTorch).

[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

Generator loss to reduce mode-collapse and to improve the generated samples quality.

Tensorflow implementation of ICLR2019 paper "Exemplar Guided Unsupervised Image-to-Image Translation with Semantic Consistency"

[CVPR 2025] The official implementation of EMRDM, which is a novel diffusion model for cloud removal of remote sensing images.

The proposed system will be able to predict the crop yield production which will be useful to farmers for harvesting and storage. The system will use the weather forecasting which includes the parameters like temperature, rainfall, humidity, dew point and the normalized difference vegetation index time series from Sentinel-2 satellite for selected region. By using both the results obtained,accurate crop yield prediction can be calculated which will help farmers in planning efficiently, minimize costs and maximize yields—and profits—as a result.

Wave Function Collapse x Stable Diffusion, tile map generation with diffusion algorithm

EuroCropsML is a ready-to-use benchmark dataset for few-shot crop type classification using Sentinel-2 imagery.

Experiments for the Climate Change AI summer school 2023 tutorial on "AI for Monitoring, Reporting, and Verification"

Codebase for arXiv:2405.17767, based on GPT-Neo and TinyStories.