CN115759195A - 基于一致性损失的神经网络训练 - Google Patents
基于一致性损失的神经网络训练 Download PDFInfo
- Publication number
- CN115759195A CN115759195A CN202211062950.8A CN202211062950A CN115759195A CN 115759195 A CN115759195 A CN 115759195A CN 202211062950 A CN202211062950 A CN 202211062950A CN 115759195 A CN115759195 A CN 115759195A
- Authority
- CN
- China
- Prior art keywords
- loss
- image
- output image
- neural network
- sequence
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/09—Supervised learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/084—Backpropagation, e.g. using gradient descent
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/70—Denoising; Smoothing
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20081—Training; Learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20084—Artificial neural networks [ANN]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20212—Image combination
- G06T2207/20224—Image subtraction
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- General Health & Medical Sciences (AREA)
- Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- Software Systems (AREA)
- Computing Systems (AREA)
- Data Mining & Analysis (AREA)
- Computational Linguistics (AREA)
- Mathematical Physics (AREA)
- General Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- Molecular Biology (AREA)
- Multimedia (AREA)
- Databases & Information Systems (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Image Processing (AREA)
- Image Analysis (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US17/464,036 US12505344B2 (en) | 2021-09-01 | 2021-09-01 | Neural network training based on consistency loss |
| US17/464036 | 2021-09-01 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN115759195A true CN115759195A (zh) | 2023-03-07 |
Family
ID=85286379
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202211062950.8A Pending CN115759195A (zh) | 2021-09-01 | 2022-09-01 | 基于一致性损失的神经网络训练 |
Country Status (4)
| Country | Link |
|---|---|
| US (1) | US12505344B2 (enExample) |
| JP (1) | JP2023035928A (enExample) |
| KR (1) | KR20230033622A (enExample) |
| CN (1) | CN115759195A (enExample) |
Families Citing this family (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US12327277B2 (en) | 2021-04-12 | 2025-06-10 | Snap Inc. | Home based augmented reality shopping |
| US12412205B2 (en) | 2021-12-30 | 2025-09-09 | Snap Inc. | Method, system, and medium for augmented reality product recommendations |
| US11928783B2 (en) * | 2021-12-30 | 2024-03-12 | Snap Inc. | AR position and orientation along a plane |
| US12499626B2 (en) | 2021-12-30 | 2025-12-16 | Snap Inc. | AR item placement in a video |
| JP7700186B2 (ja) | 2023-08-29 | 2025-06-30 | キヤノン株式会社 | 情報処理装置、学習装置、及びプログラム |
| WO2025230370A1 (ko) * | 2024-04-29 | 2025-11-06 | 삼성전자 주식회사 | 신경망 모델을 사용하여 이미지를 처리하기 위한 방법 및 장치 |
| CN119850751B (zh) * | 2025-01-08 | 2025-08-12 | 北京中科思创云智能科技有限公司 | 基于海洋环境的几何一致性无监督双目标定方法 |
Family Cites Families (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US10572979B2 (en) * | 2017-04-06 | 2020-02-25 | Pixar | Denoising Monte Carlo renderings using machine learning with importance sampling |
| US10769761B2 (en) * | 2017-06-30 | 2020-09-08 | Kla-Tencor Corp. | Generating high resolution images from low resolution images for semiconductor applications |
| WO2021230708A1 (en) * | 2020-05-15 | 2021-11-18 | Samsung Electronics Co., Ltd. | Image processing method, electronic device and readable storage medium |
-
2021
- 2021-09-01 US US17/464,036 patent/US12505344B2/en active Active
-
2022
- 2022-08-23 JP JP2022132165A patent/JP2023035928A/ja active Pending
- 2022-08-30 KR KR1020220109151A patent/KR20230033622A/ko active Pending
- 2022-09-01 CN CN202211062950.8A patent/CN115759195A/zh active Pending
Also Published As
| Publication number | Publication date |
|---|---|
| JP2023035928A (ja) | 2023-03-13 |
| US12505344B2 (en) | 2025-12-23 |
| US20230063209A1 (en) | 2023-03-02 |
| KR20230033622A (ko) | 2023-03-08 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN115759195A (zh) | 基于一致性损失的神经网络训练 | |
| Li et al. | Luminance-aware pyramid network for low-light image enhancement | |
| Li et al. | LightenNet: A convolutional neural network for weakly illuminated image enhancement | |
| Xiao et al. | Brightness and contrast controllable image enhancement based on histogram specification | |
| US20200234402A1 (en) | Method and system for end-to-end image processing | |
| US11887218B2 (en) | Image optimization method, apparatus, device and storage medium | |
| CN107257452B (zh) | 一种图像处理方法、装置及计算设备 | |
| JP7512150B2 (ja) | 情報処理装置、情報処理方法およびプログラム | |
| CN109472757B (zh) | 一种基于生成对抗神经网络的图像去台标方法 | |
| Li et al. | Hdrnet: Single-image-based hdr reconstruction using channel attention cnn | |
| CN110580696A (zh) | 一种细节保持的多曝光图像快速融合方法 | |
| Lin et al. | Aglldiff: Guiding diffusion models towards unsupervised training-free real-world low-light image enhancement | |
| US12272021B2 (en) | Data pre-processing for low-light images | |
| Tan et al. | High dynamic range imaging for dynamic scenes with large-scale motions and severe saturation | |
| CN109671044A (zh) | 一种基于可变图像分解的多曝光图像融合方法 | |
| US11625816B2 (en) | Learning device, image generation device, learning method, image generation method, and program | |
| CN116977190A (zh) | 图像处理方法、装置、设备、存储介质及程序产品 | |
| CN118781004B (zh) | 基于零参考多曝光融合网络的图像和视频曝光矫正方法 | |
| CN114862709A (zh) | 一种图像增强方法、装置及存储介质 | |
| CN117392033A (zh) | 基于多流特征融合的水下图像增强方法 | |
| CN116152111A (zh) | 一种注意力机制下的低照度图像增强算法模型 | |
| Cotogni et al. | Select & Enhance: Masked-based image enhancement through tree-search theory and deep reinforcement learning | |
| Jung et al. | Deep low-contrast image enhancement using structure tensor representation | |
| Yang et al. | Multi-scale extreme exposure images fusion based on deep learning | |
| He et al. | Optimizing 4D Lookup Table for Low-light Video Enhancement via Wavelet Priori |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |