Methods › Computer Vision › Convolutions › SAC

Switchable Atrous Convolution

SAC

168 papers tagged archive 2025-07-28

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Switchable Atrous Convolution (SAC) softly switches the convolutional computation between different atrous rates and gathers the results using switch functions. The switch functions are spatially dependent, i.e., each location of the feature map might have different switches to control the outputs of SAC. To use SAC in a detector, we convert all the standard 3x3 convolutional layers in the bottom-up backbone to SAC.

Source: DetectoRS: Detecting Objects with Recursive Feature...

Papers archive 2025-07-28

30 shown of 168, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 117 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Reinforcement Learning (RL)86
reinforcement-learning65
Deep Reinforcement Learning59
Reinforcement Learning50
Continuous Control29
continuous-control28
MuJoCo21
Q-Learning12
OpenAI Gym9
Atari Games8
Decision Making8
Autonomous Driving5
ISAC5
Imitation Learning5
Scheduling5
Integrated sensing and communication4
Adversarial Defense3
Benchmarking3
Computational Efficiency3
Continual Learning3

Usage over time archive 2025-07-28

Papers per year tagged with SAC: 2020 to 2025, peak 42 42 0 2020: 17 papers 2020 2021: 41 papers 2021 2022: 28 papers 2022 2023: 25 papers 2023 2024: 42 papers 2024 2025: 15 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (168 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Convolutions

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections