I dreamed it, the old days

I dreamed it, the old days

Time is slipping away. I have been sleeping for a month, 40 days exactly. I didn't do anything I did as in the old days I've been through. I feel that I am not that kind of guy anymore.

2023-01-04

Lifetalk

dream thought

One type of objects on different domains (domain shift and domain adaptation)

One type of objects on different domains (domain shift and domain adaptation)

2022-10-01

Deep learning Machine learning

domain adaptation domain shift domain generalisation

Towards reinforcement learning

Towards reinforcement learning

Reinforcement means the act of making something stronger, especially a feeling or an idea. So, what kinds of things do we need to make stronger in reinforcement learning?

2022-09-21

Deep learning Machine learning

reinforcement learning deep reinforcement learning

PhD thinking accumulation 2022

PhD thinking accumulation 2022

Robyn said, "Be confused. Confusion is where inspiration comes from." Without a responsible supervisor, I have to do self-supervision. And that's also one of the important reasons I keep focus on the

2022-09-20

Lifetalk

PhD

Curriculum learning imitates human learning order from easier classes to harder classes

Curriculum learning imitates human learning order from easier classes to harder classes

Curriculum learning (CL) is a training strategy that trains a machine learning model from easier data to harder data (with a curriculum), which imitates the meaningful learning order in human curricul

2022-09-20

Deep learning Machine learning

curriculum learning

$Arxiv preprint generation and jounral sharing rules$

Arxiv preprint generation and jounral sharing rules

For a wider impression on the community, we often publish our manuscript to the public (e.g., arxiv) before it is accepted by a journal.

2022-09-20

Scientific Research/科研

scientific research 科研 PhD graduate school plan

Object detection and detection heads 2

Object detection and detection heads 2

We are continuing to talk about regression/classification based detection framework.

2022-09-12

Deep learning Machine learning Computer vision

object detection detection heads

Object detection and detection heads

Object detection and detection heads

Object detection has a significant relationship with video analysis and image understanding. Region selection is an essential part of object detection. Usually, we call it a (detection) head to distin

2022-09-09

Deep learning Machine learning Computer vision

object detection detection heads

Classification vs. localisation vs. semantic segmentation vs. instance segmentation

Classification vs. localisation vs. semantic segmentation vs. instance segmentation

I am confused about segmentation, localisation, and tracking from time to time. Therefore, I want to take some notes and summarise the differences among them.

2022-06-04

Deep learning Machine learning

classification localisation segmentation tracking

Self-supervised learning learns representations from the physical nature

Self-supervised learning learns representations from the physical nature

Self-supervised visual representation learning is a method that learns the physical essence of nature objectives. It is a promising subclass of unsupervised learning.

2022-05-29

Deep learning Machine learning

self-supervised nature