Indian Sign Language Recognition using transfer learning with Efficient Net

References

• Roy PP, Kumar P, Kim BG. An efficient sign language recognition (SLR) system using Camshift tracker and hidden Markov model (hmm). SN Comput Sci. 2021;2(2):1–5. doi: 10.1007/s42979-021-00485-z
   Google Scholar
• Al-Qurishi M, Khalid T, Souissi R. Deep learning for sign language recognition: Current techniques, benchmarks, and open issues. IEEE Access. 2021;9:126917–51. doi: 10.1109/ACCESS.2021.3110912
   Web of Science ®Google Scholar
• Vidhyalakshmi MK, Poovammal E, Bhaskar V, et al. Novel similarity metric learning using deep learning and root SIFT for person re-identification. Wireless Pers Commun. 2021;117(3):1835–51. doi: 10.1007/s11277-020-07948-1
   Web of Science ®Google Scholar
• Athira PK, Sruthi CJ, Lijiya A. A signer independent sign language recognition with co-articulation elimination from live videos: an Indian scenario. J King Saud Univ - Comput Inf Sci. 2022;34(3):771–781. doi: 10.1016/j.jksuci.2019.05.002
   Web of Science ®Google Scholar
• Das S, Biswas SK, Purkayastha B. Automated Indian sign language recognition system by fusing deep and handcrafted feature. Multimedia Tools Appl. 2023;82(11):16905–27. doi: 10.1007/s11042-022-14084-4
   Web of Science ®Google Scholar
• Hu H, Pu J, Zhou W, et al. Prior-aware cross modality augmentation learning for continuous sign language recognition. IEEE Transactions on Multimedia; 2023.
   Google Scholar
• Xie P, Cui Z, Du Y, et al. Multi-scale local-temporal similarity fusion for continuous sign language recognition. Pattern Recognition. 2023;136:109233. doi: 10.1016/j.patcog.2022.109233
   Web of Science ®Google Scholar
• Suganya Devi PR, Baskaran R. A two-phase approach for expression invariant 3D face recognition using fine-tuned VGG-16 and 3DSIFT descriptors. Multimedia Tools Appl. 2023;82:23873–23890.
   Web of Science ®Google Scholar
• Cui Z, Zhang W, Li Z, et al. Spatial–temporal transformer for end-to-end sign language recognition. Complex Intell Syst. 2023;9(4):1–2. doi: 10.1007/s40747-023-00977-w
   PubMed Web of Science ®Google Scholar
• Li B, Yang J, Yang Y, et al. Sign language/gesture recognition based on cumulative distribution density features using UWB radar. IEEE Trans Instrum Meas. 2021;70:1–3. doi: 10.1109/TIM.2021.3092072
   PubMed Web of Science ®Google Scholar
• Borkar P, Godbole K Sign language recognition using machine learning. In: Mobile Radio Communications and 5G Networks: Proceedings of Third MRCN 2022; Singapore: Springer Nature Singapore; 2023. p. 407–414.
   Google Scholar
• Sharma S, Kumar K. ASL-3DCNN: American sign language recognition technique using 3-D convolutional neural networks. Multimedia Tools Appl. 2021;80(17):26319–31. doi: 10.1007/s11042-021-10768-5
   Web of Science ®Google Scholar
• Rajalakshmi E, Elakkiya R, Subramaniyaswamy V, et al. Multi-semantic discriminative feature learning for sign gesture recognition using hybrid deep neural architecture. IEEE Access. 2023;11:2226–38. doi: 10.1109/ACCESS.2022.3233671
   Web of Science ®Google Scholar
• Enireddy V, Anitha J, Mahendra N, et al. An optimized automated recognition of infant sign language using enhanced convolution neural network and deep LSTM. Multimedia Tools Appl. 2023;82(18):1–23. doi: 10.1007/s11042-023-14428-8
   Web of Science ®Google Scholar
• Qin Y, Pan S, Zhou W, et al. Wi ASL: American Sign Language writing recognition system using commercial WiFi devices. Measurement. 2023;218:113125. doi: 10.1016/j.measurement.2023.113125
   Web of Science ®Google Scholar
• Tan YS, Lim KM, Tee C, et al. Convolutional neural network with spatial pyramid pooling for hand gesture recognition. Neural Comput Appl. 2021;33(10):5339–51. doi: 10.1007/s00521-020-05337-0
   Web of Science ®Google Scholar
• Lee CK, Ng KK, Chen CH, et al. American sign language recognition and training method with recurrent neural network. Expert Syst Appl. 2021;167:114403. doi: 10.1016/j.eswa.2020.114403
   Web of Science ®Google Scholar
• Barbhuiya AA, Karsh RK, Jain R. CNN based feature extraction and classification for sign language. Multimedia Tools Appl. 2021;80(2):3051–69. doi: 10.1007/s11042-020-09829-y
   Web of Science ®Google Scholar
• Zehra W, Javed AR, Jalil Z, et al. Cross corpus multi-lingual speech emotion recognition using ensemble learning. Complex Intell Syst. 2021;7(4):1–0. doi: 10.1007/s40747-020-00250-4
   Web of Science ®Google Scholar
• Nihal RA, Rahman S, Broti NM, et al. Bangla sign alphabet recognition with zero-shot and transfer learning. Pattern Recognit Lett. 2021;150:84–93. doi: 10.1016/j.patrec.2021.06.020
   Web of Science ®Google Scholar
• Sahoo AK. Indian sign language recognition using machine learning techniques. InMacromolecular symposia 2021. Macromol Symp. 2021;397(1):2000241. doi: 10.1002/masy.202000241
   Google Scholar
• Katoch S, Singh V, Tiwary US. Indian Sign Language recognition system using SURF with SVM and CNN. Array. 2022;14:100141. doi: 10.1016/j.array.2022.100141
   Google Scholar
• Sharma A, Sharma N, Saxena Y, et al. Benchmarking deep neural network approaches for Indian sign language recognition. Neural Comput Appl. 2021;33(12):6685–96. doi: 10.1007/s00521-020-05448-8
   Web of Science ®Google Scholar
• Sharma S, Singh S. Recognition of Indian sign language (ISL) using deep learning model. Wireless Pers Commun. 2022;123(1):1–22. doi: 10.1007/s11277-021-09152-1
   Web of Science ®Google Scholar
• Nandi U, Ghorai A, Singh MM, et al. Indian sign language alphabet recognition system using CNN with diffGrad optimizer and stochastic pooling. Multimedia Tools Appl. 2023;82(7):9627–48. doi: 10.1007/s11042-021-11595-4
   Web of Science ®Google Scholar
• Gupta R, Kumar A. Indian sign language recognition using wearable sensors and multi-label classification. Comp Elec Eng. 2021;90:106898. doi: 10.1016/j.compeleceng.2020.106898
   Web of Science ®Google Scholar
• Sharma S, Singh S. Vision-based hand gesture recognition using deep learning for the interpretation of sign language. Expert Syst Appl. 2021;182:115657. doi: 10.1016/j.eswa.2021.115657
   Web of Science ®Google Scholar
• https://www.kaggle.com/datasets/prathumarikeri/indian-sign-language-isl/data
   Google Scholar
• Shao P, Wu L, Chen L, et al. FairCF: fairness-aware collaborative filtering. Sci China Inf Sci. 2022;65(12):222102. doi: 10.1007/s11432-020-3404-y
   Google Scholar
• Tan M, Le Q Efficientnet: rethinking model scaling for convolutional neural networks. InInternational conference on machine learning; PMLR; 2019. p. 6105–6114.
   Google Scholar