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技術研討會時程表

2/22~3/5 各 track 準備研究內容,3/8 號之後每週二研討

週次
主題
負責組別 日期
Week 1 CRNN + CTC
[paper] An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition
[blog] 上面那篇 paper 的中文翻譯懶人包
[code] Belval/CRNN
track A 3/09
Week 2 Filter pruning:
[paper] PRUNING FILTERS FOR EFFICIENT CONVNETS
[blog] paper的中文講解1
paper的中文講解2
track B 3/16
Week 3 【一】Viola & Jones 傳統人臉檢測器
【二】Deep ID 人臉識別
【三】CVPR 2020 人臉防偽冠軍paper (近期個人研究)
track C 3/23
Week 4 CTC
[paper] Connectionist Temporal Classification: Labelling Unsegmented Sequence Data with Recurrent Neural Networks
[code] ctc source code
1. tf.nn.ctc_loss
2. tf.nn.ctc_beam_search_decoder
[blog] 宜昌老師的解說
track A 4/06
Week 5 [code] Pruning Filters for Efficient Convnets track B 4/13
Week 6 【一】Cascade CNN 人臉檢測
【二】MTCNN 人臉檢測
【三】FaceNet 人臉識別
track C 4/20
Week 7 Text Detection
[paper] Character Region Awareness for Text Detection
[inference code] clovaai/CRAFT-pytorch
[training code 1] better!brooklyn1900/CRAFT_pytorch
[training code 2] bad!backtime92/CRAFT-Reimplementation
track A 5/11
Week 8 Channel pruning:
[paper] Learning Efficient Convolutional Networks through Network Slimming
[code] Eric-mingjie/network-slimming
track B 5/18
Week 9 【一】Face R-CNN 人臉檢測
【二】ArcFace 人臉識別
track C 5/26
Week 10 Attention Mechanism
[paper] A Feasible Framework for Arbitrary-Shaped Scene Text Recognition
[code] zhang0jhon/AttentionOCR
track A 6/1
Week 11 break 6/8
Week 12 [paper] The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks track B 6/15
Week 13 【一】SSH 人臉檢測
【二】RetinaFace 人臉檢測
track C 6/22
Week 14 【一】text augmentation
【二】Learning to See Through Obstructions
晉昇 +track A 6/29
Week 15 break 7/6
Week 16 YOLOv4 模型壓縮分享 track B 7/13
Week 17 【一】TableNet
【二】Towards Universal Representation Learning
track C 7/20
Week 18 智金處月會 7/27
Week 19 data augmentation 實作 track A 7/27
Week 20 break 8/10
Week 21 CRNN 模型壓縮分享 track B 8/19
Week 22 【一】Vision Transformer track C 8/26
Week 23 OCR algorithms 解密大平台 track A 9/2
Week 24 break 9/9
Week 25 JN 策展暫停一次 9/16
Week 26 ONNX / QUANTIZATION 技術研究 + 個人黑歷史分享 track B 9/23
Week 27 貫中分享 track C 9/30
Week 28 Robust Reflection Removal with Reflection-free Flash-only Cues track C 10/7
Week 29 驗證碼大亂鬥(前篇) track A 10/14
Week 30 break 10/21
Week 30 Distilling the Knowledge in a Neural Network track B 10/28
Week 31 break 11/4
Week 32 忘記他報什麼ㄌ??? 昱睿 11/11
Week 33 break 11/18
Week 34 Rotated Object Detection 軒彤 11/25
Week 35 存摺影像專案介紹 + 遇到困難點 立晟 12/02
Week 36 Rotated Object Detection 晉昇 12/09
Week 37 break 12/16
Week 38 DocReader: Bounding-Box Free Training of a Document Information Extraction Model 弘林 12/23
Week 39 柏霖 12/30
Week 40 杰恩 01/06

當周分享的 track 需要做會議紀錄,形式待補

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輪值順序
軒彤、立晟、晉昇、弘林、柏霖、杰恩